{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction to pysptk\n",
    "\n",
    "This notebook shows a few typical usages of pysptk, with a focus on a spectral parameter estimation. The steps are composed of:\n",
    "\n",
    "- windowing\n",
    "- mel-generalized cepstrum analysis\n",
    "- visualize spectral envelope estimates\n",
    "- F0 estimation\n",
    "\n",
    "## Requirements\n",
    "\n",
    "- pysptk: https://github.com/r9y9/pysptk\n",
    "- seaborn: https://github.com/mwaskom/seaborn\n",
    "- scipy: https://github.com/scipy/scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import seaborn\n",
    "seaborn.set_style(\"dark\")\n",
    "rcParams['figure.figsize'] = (16, 6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pysptk\n",
    "from scipy.io import wavfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "fs, x = wavfile.read(pysptk.util.example_audio_file())\n",
    "assert fs == 16000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1095fb510>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0mMwSERERERGR02EyS0RERERERE6HySwRERERERE5HSazRERERERE5HSYzBIREREREZHT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\nJSIiIiIiIsX5/3Nr+p5iSpAmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109592050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x)\n",
    "xlim(0, len(x))\n",
    "title(\"raw waveform of example audio file\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Windowing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1099486d0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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oBT2iwaHKYzRv5rT8tlTWq4UwEKkolwwnE+XgNKN4EUHKIMYiSMaFzGkTl6Pm\nazgQyTrluFkvxBARjRfMnBIR1Yg0wCYWgaZpiIXUczpiMwBnKIS+Q7vy0H6bbGozGLuyXg2dbeVr\nwaoXEaQsfDQiXejI5Zt3nYrdQCTpOQpQgWCdcjzQpBdiiIjGCwanREQ1Yu03BRDaKpkRm0zZUDZ4\n5tQuA6ea6Wt0cllv2HtO5VLUDiE4VX0885ZSYamst0kzp7ph2A6uikXFntMwM6cMTomI6onBKRFR\njVjXyIj/AsH6BEdssqRhTGy1C3LssrTNoOiUOQ2hZLRoKUXtbCuX9Q4pl/XKA5Faoay3aBmGpGml\ngUjhlPUOMzglImooDE6JiGokLwSfpaA0rJ5T27LegD2numEgZ3OfrNmlZiGV9dZwz2k0Ys2cBi/r\njUU1JOLNX9YrTuKVniMxcxqgrNf6Ohpo0rVJRETjBYNTIqIakTOno4FEWD2ndpmyoJnTvEOA07TB\nqeFlz2k4PacdSbHnNHhZbzwqZ06bdVqv09CqsKb1Wn+2MyOFUPcPExGRP4GC06NHj+K9730v3nrr\nLezatQvXX389brjhBtx2220wjv/RX7lyJT72sY/huuuuwzPPPBPGfSYiGhdq2nNqEzAG7TkVA96u\n9jhKCcRCUa9YudEMik6Z0xCCU7ee0+FsQQqMvRJLXKOWntNmLeuV+oJDHlql26xjAoDBkEp79x5J\nK68NIiJqVcrBaT6fx1e+8hW0t7fDMAx8/etfx5IlS3D//ffDMAysXr0aR44cwfLly7FixQrce++9\nuPPOO5HLsZ+DiFpD9Z7TkIPTgIOLxH7TZDyCtkQ5oGrG4Mfw0HOqWtZr7TmNRiJoS4xmOg0AI1n/\nz5V8sUNriWm94uOvOfYFq33vdoEpAPSHUNq7+k978ZV71+NLP3redncwERHZUw5Ov/nNb+L666/H\ntGnTAABbtmzBnDlzAABz587FunXrsHnzZsyaNQvxeBxdXV2YPn06tm7dGs49JyJqcHbBaS0zp9a1\nGH6JAWgiHjWDKcB+ANN455Q5DX/P6ehz3hlwYm/FQKRE8w9EcpqoHIuIPadqz5HT6+Vg35DS8UQr\nVm8DMPo8/2rdzsDHIyJqFUrB6apVqzB58mRcdtllAADDMMwyXgDo7OxEKpVCOp1Gd3e3dHs6nQ54\nl4mIxgcx+CxlemIhDXLJ2u45DRqclu9PRXDahBN7nQIfuWRU7Tmy9pwCQEfAib3i3txYNCJd6Gja\nVTJSdru06m97AAAgAElEQVR8exgTlZ16qfceCXaeYl1/8/KO3kDHIyJqJbHqn1Jp1apV0DQN69at\nw+uvv46lS5fi2LFj5sfT6TR6enrQ1dWFTCZj3p7JZNDT0xP8XhMRjQPiiXUp0yMGp/lAU0bDz5zK\nZb1RKRiw26s63jkFPmHvOS09550BJ/ZWDERKtEBZr+MFBHHPqdr3PuxwwWXvkYzt7V4d6R+W3j86\nmEV/OouJXclAxyUiagVKmdOf/exnWL58OZYvX45zzjkH//mf/4nLLrsM69evBwCsWbMGs2fPxgUX\nXICNGzcil8shlUphx44dmDlzZqjfABFRo7I7sY5ENHPQkGGoBz+16DnNWoJTcRpsM07sFbNbUac1\nJaGU9YaUObUEvGLPadOW9Tr1BYcwrVf8mZ7UXQ4cg2ZO9xyq/PpDIZQKExG1AqXMqZWmaVi6dClu\nvfVW5PN5zJgxA/Pnz4emaVi8eDEWLVoEXdexZMkSJBKJMP5LIqKG59TTGI9GzGFIhaKORCRa8bXV\n2AUjQ8enwIon8arHTMQjUgDQjD2njlk5cc+pwlRdQM7mlYLddiHT6ZS1cyP3nGqIRUcvdBjG6M9a\noahLmflmIF4bkPechlDWK/xMn3FCF9LDeeQLOgbSOaSGcujuUDtfsQtuORSJiMibwMHp8uXLbd8u\nWbBgARYsWBD0vyEiGnd0t8ycGJzG/QendqtdDANID+fRo3hSLZaGJuNR6LHy/c/mm7Dn1CErJ+05\nVczKFSzTegF5x61Ktk8asBWNQNM0JONRMwOYyzdhcOohc6rauy32UXe0xXDK1E7sOpgCMFrae+50\ntddRf7pyK8GxECYAExG1gub6K0ZE1ECKDj2NsWjwkkSnSb8DNifGXlnLesVVMs1Y1ism3KIh7zkt\n2vQbx4XAsaAwqblg2XMKQLqwkSs043PkMK03hNJrqYc3FsFp0zrN94OU9toNDzs2yOCUiMgLBqdE\nRDWiO5T1iifWdhlQL5yC2oEAGRrrQKS2Ju85lXZoOpSMqg9EqpzWK2ZOVYZhFSwDkYDRfbQlzTix\n13FabwgXEMQLBLFoBKdN6zLf3xcgOB22KYFnWS8RkTcMTomIakTM+kSl4FTMnKoFp3khSzahs1x+\naFdS6JW157TpV8mIZddiWa+451S157RY2XMaPHNaWSosZk6zTTix17EvOISVTPIFBDk4DTKx166f\nmGW9RETeMDglIqoROXNa/nUrZ06DZ+amTmgz3x7IBMmcyj2ncnDafFk5p4FV0VB6TisvTISZOS0d\nS5zY25yZ0/LbYU/rdSvr3derHpyO2Kx0asXM6cs7erHy6e3oHRiu/slERMcxOCUiqpGiQ2ZO3NGo\nnDkVvm6KEJyGlzmNoi3Z3D2nhkNWLow9p+K03phN5tSpZ9hNvlC+L3Zlvc24TsZ5z2m4Zb3xaAQ9\nnQnzuNlcUek5AuzLevvTWeV9rOPR7kMpfO8XL+M363fj/t++Ue+7Q0TjCINTIqIakXsay7fHY8Gz\nPmJQO3VCu/l2kJ7TVt5z6pSV0w1DCmK9MAzDMrxo9HjxMDOndgORmrGs1+E5ikmrZFTLeuVMtKZp\nUrWAyrofwL4E3jCATMA9xOPJjx/fgtLLZtOOo/W9M0Q0rjA4JSKqkaJDz2k0jIFIQlZn6kQhc5pR\nz5zmLD2nyXizl4zaZ+U0TZMCIb+7Tq1Bb+lYUq9x0J7TWGtM65Wy29JAJLHnNPjE61KwH3RCtWEY\n0tdN6k6abw+1SHCaHs5jv6Us2u8FHiJqXQxOiYhqxHFabwg7GvNS5rQcnAZZWZETTtYT8ahcMtqE\nmVOngVVAsF2nRZtJvUDwzGm+yrTeZnyOnPqCIxENpesHBtTKr+Xpx6MHa08K1QI2vaPV5Au6eZ9j\n0Yg0rCwzkvd9vPFo7+HKScfNWHJORLXB4JSIqEakabBicCoFKcH75U6e3Gke/+jgCIYVTqoBOZMU\nj0aQSIiTYJvv5NJpDy0QrKdRLDMVs+SxoNN6C+JxK6f15hR7JBuZU88pYMmeKpT25m3KpINmToeF\nr2lPRtHZVj5eq2RO99gEp6mh1gjMiSg4BqdERDXi1NMYk0oSVTOn5WO3JaM4aXKH+b61pM6rgmV6\naTLe3MGpe+CjXtZrt+MUsGROVYJT4eepnDlt9tLr8tviawiQ99Gq9G5Lz9Px56YtGWx9kphtbU/E\n0NEWN99vlczpHpsdsYND6u0GRNRaGJwSEdWIU/Aj9R6qThq1ZH1OFdZg2J0cqhyzFoFPI00sNcTA\nJ8SyXrvBRYBlz6nCRYmi3Z7TWGtO6wUs5fEqZb2FyjJpMXNqN3W3GnGIUpslc5oZbuHMaaY1AnMi\nCo7BKRFRjRQ9lPWqlHcahlFxYn36CV3m+/sOq2VO5QExmiVzGiyozIzk8d2fb8K/fOc5PLdpf6Bj\nhUUMfDQ4Z079Bj4Fh+c9SObUMAwpSC6VtCabfFqv4VB9AFj30YZT1tueCJY5FQNaa+Z0qAUyp9l8\nEftsLo6lmDklIo8YnBIR1YhTZi4WcM9pUTdQOmWPRjREIhpOnVoOTg/0KQanQvATdlnv//7Fy3h5\nx1Fk80X8Zv3uQMcKi9PAKkAuGfU7bEcMlJx6Tv32GutG+TnXtPL9TbRy6XVU7DkNNhApdny9U9DM\nqVTWm4zJmdMW6DndvnfAtsSaZb1E5FWs+qcQEZEKKXPqsKNRpazXbgXGhC5xKqjaSXDBctx4XM70\n6bpRESB4MZwt4I29A+b7B44OKd2/sImtpNZvS8zSFf2ukqlBz6l8zPJxEsJzFKT0Ol/Q8ZMnX8Ng\nJoe//7/OkXbn1pPXoVUqryO7st72gD2n1rLejhYbiPTarmO2t3MgEhF5xcwpEVGNOGXmokGnttr0\nHrYnhYyPanBqGYgU0TQp+FHNzB1LVa63URkIFDaprDfEktGC0FcrZsljAXpOC0X7UmEpux3gMf3t\nht14YcshvLbrGJ78Y2NktgEfmVOlst7KgD/otF7xa9oSMXS22ECkN/b2m2//xcyp5tss6yUirxic\nEhHVSNHhxFoajKMwIMhuyqgYnA6FsEomFuI02P50ZXDaCCerboGP+L7fsl4pkAwpcyoFvFLmNJyh\nVY+v3Wm+/cyL+5SPEzapNN5yASEWYGgVUHkxBgg+rVfcNZuMR1qurPfowIj59jnTJ5lvp1tkGBQR\nBcfglIioRnQhoJAzp8FWYIiDXEqBbodwUj2cLcDwWYo6el8qjxtG36ld5rQRyvwMKXMqf0zeoane\ncxqTpjSrZ06LTpnTWPCyXsMwGnZHqufsdtCeUzNzKgan/h9PaVdwLNpSA5GKui5diDp5Snm9VTP2\nQxNRbTA4JSKqETEpKvecBivrlU+AI8f/jZrHLepqwUbeZkBMGBN77TKnjTAgxXWHZpA9p2KvsbhK\nJlDPaWUpNwAkEsEvHhzuH5bej2ia7++5VuTSePlj0kUehQoEqVIgVlnWqzIQSXwNJWKtlTkdSOfM\nPu6ejji62suBeVYh0Cei1sTglIioRooOPaexgCfV1sFFJdbsqR9FXTdPLCOaZmYOw5gG25+uDEQb\noaxXzJxag9Mge06LNdhzKq8lKh8nGQu+SmbfEXm6s24YGLB5zupBLI2PWntOxex20LLekFbJWC8c\nSQORFMvtxwuxQmJSd5t0YWuEmVMi8ojBKRFRjTj1NMai4Z1Ui8dqF0oI/QanchZJHLgTvGy036as\ndzBT/xJH3bWsN8CeU4cSXPFxzRd0X6XXBWk9TbiZU7uy6yOWbGq9uO05FS/yqJX1Vk5VDpw5tQSn\n4vGyuaLv/uXxRA5Ok5bvvbkDcyIKD4NTIqIakbNd9sFpXmHKqJzxKR9XzJz6XVshnqiLGb4wek4b\ndyBS+e2KSbCBBiLZl+BGIxEzwDLgL6ASP1f8+Qmj59Tu+ekdaIzgVHyINJfnSGlar00FgjgQKZsP\nmDmNRhCJaFIf63ATB2l9YnDakwx1TzIRtQ4Gp0RENaI7ZH2kjI/SCozKnlPAsk4mSOZUDH5CyMw1\nas+p57Jev3tOHQJJQM6e+intdcrGJkJYJWOXOe0brLytHpxeQ4BlJVPAgUil11FCKJNWWXdk99oM\nY83TeHAsVZ7UO7k7iWSi/PyM5IpKQ9qIqPUwOCUiqhHdQ+ZUaVqvY8+pen+bU6mwvKrE/8m6bhgO\nPacNUNareyzr9fkcOZXgAnJW2k/w4/z8CJlTxQDALjj1m3mvFd3lAkKQ50g3DNvKhiBDq6xfUzpW\nkNfleCK+zid2JRGNRMzHwDDQsBOhiaixMDglIqoRp55TeZVMOHtOgWC7Tu1OqgFLWa/CxM30UN62\nfNVvZrcWpLJel8yp37Jeee2LNXOqdmHCqUQ8GomYmXgDaj9PdsFppkHWnjhd4LG+X/Q5WMw6VKy0\npiYesOQ+Vyi/Rmwzpw3wc18rI8L3VhoEFfT3BxG1HganREQ14jStNx4wc1qw9LWVBDkJdsrMBe0b\nsyvpBdSGzYTNqNEOTaeeU8CaOfX+GDitkgHkUlS/634Mwxg3mVOtYpWM+i5auaTXeWiVX3avTfl1\nWf+f+1oRM6Oln0lpbyz7TonIAwanREQ1ojsEp9EAK0UAyz5Ssay3LUDPqcPJujitVyU4FQOfEya2\nm2+rrOkIm+sOzQB7Tt16TqWyUR8XJpx2pwJyX7DfoUjD2aLt89oo5aduPaexAGW9+aL9cyQNrTL8\nZ2TlCoTR56U92RoDkeyqL8TglJlTIvKCwSkRUY1IpZghDkSSMnNOZb1+p/U6DkQqH3NE4eRSzJye\nPKXDfLsRyhvFcMZ9z6nPklGPPacFH5k58T5Yy1sTMfULCMccMtsNU9brUnodDbAvuOBQxm5932/2\ntFrPaSP83NeKWNJc6oVOMjglIp8YnBJR3eiGgaMDI74zU+OFU8+p3NcWbCCSeKwgWQpplUzM/pgq\n2U4xc3qSEJw2wvROeSBSeGW9XntO/QQ+btnYZIChVeIO2sk9SfPthinrdag+AOTHNsjQKtfstt/g\ntNq03iYOTvN2Zb1xsay3eb93IgoPg1OiJpQv6HhtZ19DrOtwc9+Tr+Pzd63Ddx56Sam8tdE5DXOR\neuUCZ06FoFcqGVXP+MQcAl61zGn5Z3DqhHbz2EXdUOrpC5N88UD+mBj4+N5zqouPpaUUVbGk2y0b\nmwjQFyxePDh1apf5dqZRglOHCzxAsAsIUhAZZnBqkzkNMqhMNJjJ4VfrduLVnX3Kx6gl8cJIKZsv\nVV40cb8tEYWHwSlRE/rFMzvwrRUv4cs//iMOHRuq992xdSyVxR82HwAAvLrzGJ78464636PwOQ1E\niknTesPLnMaj6jsaCw4n620hlvVO6k5a+u/qe7JquJSMBtpz6tDPOPq+WimqNKHZEklL62R8DFkC\n5N2Up0yVy679BuW1IPecyh8Tg3Tf03rdMqcBJvZWC06DDER6cPU2rFrzJr67chN6B4aVj1Mr0qTi\n4xdMgg5UI6LWw+CUqMkYhoE1L+8HMJr9+OGqV+p8j+y9vKNXev+pjXvrXuYZNqdhLmJwEXiVjBic\nBsmcOvSxBi3rFctGJ3Yl5ePVucTRc1mv75JRMZB0zpz6Oa7Uv2zJnMrrOvw978eEzPaUnraGG97j\nnjkNUNZbENcxWfqCQ8+cCo+p4s+8YRh4YcshAKM/C+tfO6x0nFqSp/VWDkRSubhFRK2HwSlRkzk6\nOCL1G+49kkZ6uDGGm4g2bT8qvZ8ezqN3YMThs8cn8cRaDHbkXZcBy3qlzKmQlfObOS3Yl6KKWZ9Q\nMqdCJrbewY8U+FiycpEgq2R0sQRX/jMr/hz4yZpLz3lF5lToOfWZORUvHkzqTqIjGTffb4TSXjEh\nWjEQqUZlvap9wYAcoNmvklF7TI9afjceHWy835X5fGVgLg1EYuaUiDxgcErUZHYdTFXclmrA3tO9\nR9IVt9nd9/HMaZhLTDFAKbHLzoy+LZT1BsiciscJkuksFHUMDo1eGNEA9HTG0ZZsnB40qazXpZ/R\nb3lr0aU/VN7N6Wdar1vmVCjr9RkA9AllvRO7k+hsEyc+1/+ilnwBwZqFFl9HIZb1KganhmHYTtLu\nCKHndKfld2Oj/a4sFHXzuYpomvmYSgORmDklIg8YnBI1GetJDABkhuufAbGyG9Zkd9/Hs6KHgUhB\n95zKwal6xscpcxqkLG9AKBnt6UwgGomgPdE4ZaNi4FNR1hugn7Ho0h8qrxHyU9brMhApJmanAkzr\n7W6TduU2RObUraxXCvT9lvWG33MqB7yaGUyHkTnddUj+3bj7ULqhhshJF8zi9m0BXCVDRF7Eqn9K\npXw+j5tvvhn79+9HLpfDTTfdhBkzZmDp0qWIRCKYOXMmli1bBk3TsHLlSjz00EOIxWK46aabMG/e\nvJC/BSIqOXRsCE88XzlYqNHKekdyBduVF9YTsPFO6mkUV8mEWtZrXy4caAWGy0AkwzAqAjknYknv\nxO7RNSXtDZU5dc7KBepnlNa+WLJ9iv3G7gORxFUy3h/TfEHIbGujme2OtnJZbyOsk3FfJROgL9jl\nOZJenz5eR04VDWEEp/t7M9L7haKO/lQWUye2Kx0vbHb9poC1rLf+P09E1PiUgtPHH38ckydPxre+\n9S0MDAzgIx/5CM4991wsWbIEc+bMwbJly7B69WpceOGFWL58OVatWoVsNovrr78el156KRKJRNjf\nB1HL23M4jWU/WW/7sUYLTgcz9mXGR4413gTKIKTMqRD8SH2HChNRnbI+gTKnLkOWohENRd1AUR8t\nWxTLft1I/aZdo8GpWNZb98yp8BBZ4+0gz5FbyWg0qnZct8ypWNbrp69PLOmd3J1ENBKRMqcNUdbr\nNq03op7dll5DMZfMqXJwWn6N1KLnFADSI3lMRWMEp3nh584pOGVZLxF5oRSczp8/H1dffTUAQNd1\nxGIxbNmyBXPmzAEAzJ07F2vXrkUkEsGsWbMQj8cRj8cxffp0bN26Feeff3543wERAQBeefOo48ca\nLzgt359TpnaaWYG+VBa6YVRkscYrp5JEadelwq5PMZCUV8mEuwKjpC0RNUs8h3NFz8HpMWlS7+hF\nSamst97Tel0zp+GU9Uat03rDyJxG3TKn3o8pDiCbMmE0yJF7Tuuf6XJ9jgKU9eZdBkypTr12WvEk\nTusdyRaVfsfZDUBqpN/rOYfAvC0ebKAaEbUepZ7Tjo4OdHZ2Ip1O47Of/Sz+7d/+Dbrwx7uzsxOp\nVArpdBrd3d3S7el05RAUIgpuwJKN/MtzTzDfzgTMgOw9nMb3fr4Jj6x5M5Q+J/G+njCx3TwhLhR1\npIYa54QrKN2h51TqO9QN3yt08uI+QYeeU9/Tel2yfaq7TvuFntNSWW9bwOm/YTJc+xnVByIVpIFI\nzplTXz2nLgFvUnFar5iNmzqhDQCkst6G6DkVp/WGWdbrsDrJ+r6vzKlDL3g0EjGfIwP+ey+HswXb\n5yLdQL8rxcdJ3LubZM8pEfmkPBDpwIED+PjHP45rr70W11xzDSLClcd0Oo2enh50dXUhkyn3SWQy\nGfT09AS7x0RkS5zIe/2VM3H26RPN94NeYV+15k1s2nEUj6/biR8/viXQsQBgMFPOqPV0xjG5p818\nv68BVySocuqX0zQt4BoMhxJcxXLE0WM6Z07lzI/3gEXqOT1e1ttYmdPy25Vlveo9p0WXfkbVQUvi\neprKzKlaWW/vQLmMvhScNtq0Xre+YGlar9+y3qK3nlP1sl7n15Dfn3un34mNlTkVy3odpn0HXCWz\n8fXD+D+/ed120jsRNQ+l4LS3txef+MQn8PnPfx5/8zd/AwA499xzsX79aL/bmjVrMHv2bFxwwQXY\nuHEjcrkcUqkUduzYgZkzZ4Z374nIJPZxnjipHV3tQgYk4EnMm/sHzLc3vn4Yvf3BekPFzGlPZwKT\nj2fVAPveqvGqqLudWAfpD7XP+sRi5f8jX9R9ZWSdpvUC6plTuay3ciDScJ0HIukuz0+QiwduWWi5\nrFcxc+oyrddXWW+/WNZ7PHOabKxpvUXXgUgBhla57DlVvciTcw1O1dfJOO00bazg1P57F7P6QTKn\nv92wB//fo6/g2Zf246dPvqZ8HCJqfEo9p3fffTdSqRR++MMf4oc//CEA4Mtf/jK++tWvIp/PY8aM\nGZg/fz40TcPixYuxaNEi6LqOJUuWcBgSUY0MCiVePZ0JRKPlE6AgJzGGYWDYclKx90gm0JRI6b52\nJDB5gpA5FQKa8c6prBcYDQCzxx+GIGswxBPpaKQ8vMgwRo9rDTSd5F3LesWhJmqZ00mlsl4p0K1v\n8OO1rNf3sB23nlPF3ZzS7lRrWa80EdVP5lQs6x19PUvTeuuc2QaqrJIJcgGh4Fx6HXbPKSAH/X4z\np04X7BppRVjOYSBSm+LPpkjXDTz87A7z/bcOpDCcLUgBPxE1D6VX9i233IJbbrml4vbly5dX3LZg\nwQIsWLBA5b8hIh/EvaE9HQloKJ+4pQOcxGRGChXZg329aVw0c6ryMVOWzKl41b2pynpdTqxjAXad\n5h1WyQCjmdTi8YsJ+YJeEWg6KVQZiFTir+e0ciBSW4DyxrDJe07ljwXpZyy6ZU4Vh/jIq08sZb3C\n8+VnlYyYkZvSoGW9rtN6pf7dIKuTal/W2xYkOB0sv45OmNSOw8enmqcb4PkpkfecOpT1KmZOU8P5\niudh58EUzp0+Sel4RNTYlHtOiahx6IaBlDABt7sjIZf1BjiJOWaTydx3JGPzmd6J96ezPS6V9TZT\ncFqskjkt8Tu8KO91DYbiNFhr1kelrHckVzDLdmNRzfx5bE+Iq2TqXdZbfrui7DqiFkRaP99agiut\nqKlB5tRrWa9hGFIrwITO0YsH4iqZRijrFSvTXXfR+n2OxJ5Tl9dQGHtOgfDKeqefWB4y2VBlvcLP\nnXixJGEp6/U7/A2wXz228+Cg7+MQ0fjA4JSoCQyNFMwsUEcyhngsYjnJDDk47Q0WnIoBTnsiZp4Y\nA3LJ73imG4Z0Yl2RmRNPgAP0NFb0yylO7M27TC+VTqw9BiwD4qTeriS04w+A6nClWjDgkjlV3EcK\nVNtzqtYn6bpKJua/dHIoWzADumQiavYGdoplvQ0QnErZbdfS6wCrZKzZbdWy3qL9FG0A6JAqBvxd\nlBHLes84sct8u7Gm9dqX9caiEfPx1Q3Dd389AAxkKv8GvbmPwSlRs2JwStQExAFD3ccDvWQiahb2\n5vK673UYJcdSlZnM/b2ZQFftxYxZWyJq3mfA/iq5H7phIDOSV7pCHybrsB3NEv3EA5T1FjxmfVRL\nEq0n6yqTRu2GIQFyFrb+mVOPA5ECPD+h9Zy6ZOHFab1eV8lIWdOO8uuvw7LntN6vI9fqA8UstPXz\nrT/vtZnWG6SsV8icntSgmVOHPadA8Im9dn8TNr91lKtpiJoUg1OiJpCSTjRHMx8RTZP6+1SHz9hl\nTou6gRe2HFI6nvW+tCdj6AkpODUMA3c/9ir+9bvP4f7fvaF8nDA4rZEpiSoGKYC1Xy6cYS4Fl1Uy\nKkNypH5ToWy7oTKnYsmo2yRYv5lTl7Uvyj2nLsGUykTUQemCVvn5jUUjZrCrG0bdd9G6XkBQfCwB\n6+PpfOHIT3BacAnQVIPTQlFH//HfwRqAM04QgtMG6jkVg1PxYgkQfGKvdYc3MHrB9Y4VL0oZWxXr\nXzuE5f+zFbsPpQIdh4jCw+CUqAmIAYMYSEhZKsW1HWJwetq0TvPt1X/aq1SiBQAjWTlz2tUeN8sq\nh7IF38FaycatR7Dx9cMAgKf/vE8KkMaaWI5ozfgA1oFI6pNGXUsSVU+sQ5g02i+V9ZYvPiTjQka/\noPuehBsmeSCS/BxFAkyCdVv7otxz6rI7Vezry3l8zlOWidmiRirtlfecyh8LMrTKrcda9QJPzuU1\npNpzeiyVNYvPJ3Ql0N0RN4P0bK6o/LsybGKQ6DZQTSU4FS+kiIHujv2DeObF/b6PV7K/N4Mf/fJV\n/P7Ffbj9vzfi9V3HlI9FROFhcErUBMQJneJwFOlqvWLmVCwdu3L26ebxD/YN4amNe3wfT9cNqS8u\nmYgiomno7giePf3Vup3S+y9t61U6ThiqZU6lDJqPE0zdMFwDFeWSRJdMklLPqdAnJvYUa5omTS6t\nZ2auVpNgxYBbHKwEWJ93P3tOxYFI7mWouodSXOuuYVFY/ephcHsdyatkfJb1ulzgUe7bdinrVV0l\nI/abTpnQBk3T0NlePlajlPaK33vCkjVOBizrFX9WP3zZ26SPvbRd/Xf8xtcPm9UThaKBR557U/lY\nRBQeBqdETUAqqRJOitrFkwLFzGlGOPk5YWI7/ubys8z3X1QI/sRgpBSYAnL2RlyL49VgJoc9h9PS\nbSr3LyxuvXKAHAD6Kr+1nFS79bKq7mi09rGKwYrXE2vxpLnbkplT6WGtBbeyXrGf0W+/dsEtc6pY\nzu12zIimyX2nHgKAlGX1lKhT4WJErYgPvfVnPUhZr9tAJDnY9/5703PPqY/HVFr30zO67kecxN4o\nwak8sEt+nsLMnJ42rQvfuulS8/1te/uV96f+edsR6f3tewcwUMdqGyIaxeCUqAnIC9CFHXNhZE6F\nE6nO9jj+Qthverh/2PfxpH5T4aRlgtD3Npjxf8L1xp7+itv2HknbfObYcMvKAeplvXJvaOWBVTOn\nbhOAOxRKEsVJouLJNCCvk1G9aBIGqawX1qxcbfoZ1fecOq+SAeTXvZd1MuJU7MrMqbiGqr7Baa0G\nIkm7aGMuF3gUqw/CGogkZU6PB6edYnDaIBN73Xb7iqW4KpUSUpa/I4EpE9pw6tTRFpNC0cA2m9/9\n1aSH89h9SP77YAD4cx0vaBLRKAanRE3AaRhFGAvQxcxpV3sck3vazJPEwUzO96AleVJv+YQt6MTe\nrTYnKP3pbN16Gos1KuvNu6wUAdR3NLpNAG5v859JE4e1WINTcVCX6kWTMIjBqaVSVnmVjK6XVwhp\ncIJuDvQAACAASURBVJ8C7Ctz6pKVAyxDZzxkkgY9lvUO1bus13Ap6w20Ssat5zQqfJ5iWa9b37aP\n38VS5nTC8cxpW2NnTq2ZffnvkP/Xu1yFMfq9zzi1x7ztiMJFUqd92iqBLhGFi8EpUROQMqfCSWp7\nQn19ATA6jETsOetsiyES0TD1+EkSAPT22/+RdyJP6i3f16Blvdv3DlTcZhhAfyrYahpV1QcihVPW\na6U6zMVtArBKv5zXzKnqoK4wGG4lo4rDdsSLIVGbsmspY644rdf6/ADwXdY7KJX1ys+PFJzWe6Ky\n67oftf5dQH48o9ahYuJrM7RVMmql7LZlvcLz1SgTe12nSQuvd5USXLEMuvSz2dNZngBuN823mr7B\ncvlup/Dz/uYB7k8lqjcGp0RNwKnntC3g2o5svmheEY/HImbgO21iu/k5fkt75Um95ZOCCQEyp4Wi\nLpXwniDcvz6bPa1joeoqGcUTa7cgEghnWm+1PadeBu6I2Y6uDmvmVByIVMfMqdc9pz6y724ZJOtt\nvp53l55gwP/EXmmVjMu03nqX9coTleWPBcmcuk2nli/wqD1HtSzrFS/2ZBomc+r8+6MtwCqZfEE3\nf54jmmZWCAT5ewHI+7svmDHFfL0fPjbcMNloolbF4JSoCXjKnCqU9WaGyydR4gnRtElCcHrMZ3Aq\nBCNiuVd3gMzpviMZ8+R06oQ2nHZCl/kx8Qr5WJLLeu0ynLUp71TpOa02ATgaiZgTNw1UP8Es6rpU\n/itmJgD5eW+cgUjyx1SH7Ugn6XYZc+mihFo5d9WyXg+vdWkgUkOX9ZbfrhxaJfZt+5zW63HidcHP\nQCTPPadFaUWOE90wcFT4/WWW9Tb6QCTL85QM0F4ynJWzpqVKBDE4VcqcCivSpk1sx+nC34ydB5k9\nJaonBqdETUAcgCJN61W8Wl8inviIAYaYmewd8BecDjtkTnsCXAnfJSxQn35SNyZ3l0u+GiJzajMQ\nKao4EMltyiigNsyl2gRgwDIUqUo2LTNSMHczdrbFKlafNEpZr9ueU9Wy3kKVnmDVXla3zBRgKeut\nElDlC0XzcY9GNCkYBeTXet2n9bpkt2MhZU4rp/UKPad+ynqFi4TW4DQWjZi36Ybhqbw1NZQ3n/eO\nZMz8fd6QwanuXCbttx9aJO3wTjr8vVBoAxEvWk7uacOZJ5d7WHcdTNl9CRGNkVj1TyGiRieejMbF\ngUjJYIMo5H7T8gmReGLg9+TIqec0SJmWGJy+7aRuKRhqhMypbc+pYtan4DJlFFDrOa02ARgYPTE8\ndjzbUO1Ch3WIllV7wJ/LMFhLk8Mq65V2nNqU9cpTmr0d1zAM1zJUQA4Aqk3rFadhd3fEK773RprW\nq7tN61V4LEtcV8mormNyyZwCoxcL84XR323D2aJ0cc6Odcdpifi7uHGm9XpbJRMkc9ruFJwGLOud\n3J2UMtnWlWRENLaYOSVqAuLJaDLmNBBJoax3xL6s11qi5ofjtF6hL3HQ5wnX/iMZ8+3TpnVhco+Q\nOXWYylhrbjs0ATmw9HNi7TYR1Hqb16xPtQnAgGVib5XgNOUyDAmQn/d6ZU7Fk1FrcAaol/WKJ+nW\njDEglzx6zcgWdcPMREc0zfbnSVwlUy07Neiy4xSwrg6qd1mvkN22fN+RiGb2oRqG395g5x5e1XVM\n1V6b7T5XMtkNQwKArvbyccbDQCRpz6nfzKnNMCTAMkBPYfWYWNY7qTuJ00/oNt9vxeC0b3DE105f\nolpi5pSoCThmThPBVnZIZb3CCVGQk1fHab3ClfDUUA66btiehNs52Ddkvn3ylA4zwweolXyFwV/m\nNLzyTqlfzmPQK56UOAWnfnad+smc1muVjBjH2MSmAcp6xfJG96C34DGYchu0U5L0Ma3XbY0M0GBl\nvYZ7eXwsGjEfn0LRgMOPb4WCtErGuVy4UDSgG4btBQwr+XmKVny8w+fEXrthSIC1rLe+z0+J2yAw\nsefU70Akp7Le9mQUsWgEhaKObL6IkVyhaiZa1J8Wg9M2RKOjFzoMY/TvSTZflKoRmtnDz+7AE8/v\nwslTOvCFRbOkKiaiemDmlKgJyNN6hcypOBVVJXMqBaflE6KOAJlTp2m9sWjEPCk2DO/lwkMjBXMg\nRiyqYeqE9sAlX2GoNq1XPgH2k51xz3KqTOstuOx8LPEzcCdVNTgVfy7rX9ZrP01ZrZ/RT8+p16BX\nviBhHyQlpL6+KmW9Q86TeoHGLeu1CxClvlPF8nhrj6SmaZahSF4rEKqX9ZZ4Ck5tdpwCQJfwnDXK\ntN6iyxRxcVqv3zJ+cSCXWL2haRomdArVNj5+z2fzRbPaKBbV0J6MIhmP4qTJHQBG//7sE6pxmtnr\nu47hied3AQAOHB3Cf/1qS53vERGDU6KmIGZKxCAi6PJzsedUXPweZNCS07ReQG1ir5g1PXFSByIR\nzTIsoz4nb2KJof1JtdoqmUKVE2CVksRqE4ABfz9LGZc1MqPHCjZFOgyGy4oSQD04dZt6DKj1GksB\nr8PzI62S8ZE5tcuSdFqm9XqZLFsrbtN6Abl02msFgpceXpW+02oZbt/BqWPPafk4mZG8p9VOtZZ3\nCfbFPad+e06dMqeAte/U++9560XX0jA0cWLvnsPNPxQpmyvip79+Tbrt1bf66tYKQ1TC4JSoCYg9\np3HHab3+g4C0U+Y0QNmf07ReQG3IxcG+8hXu0pXvjmTMDC6yuaLS4veg3Aa5AHJw6mvoisuUUUC1\n59T9mIC/0rzqmdMGGIgkPDT2Paeqe06dT9IBtQmz1XbbAnJZb7ZK75jYE9zdWfn8JOJR8+egUDQ8\n7U2tlWoVCCpl7F56eFUqEGrZcyr20ceiEfM1ZBj1L70G3AciJQP0nA67BKfixUw/g/mkn3/h95MY\nnO5ugb7TR557E0f6KwPR3Yea/3unxsbglKgJiD2D4koJqXxSJXMq9DOJEyKTiShKpx/ZfNHXybtT\nzymgFpweOFrOnJ40ZTQ41TStood1rFXL+KiWI4qBivhcl6hM65UCXodpvW0+sh/pasFpIli5eRjK\n4Yl9cCreZhiV032diM+l3Z7TqEI5t5eeUylzmqs2rdd9IBIg95jXs3S0WlmveOHH62oeKZBy+HkX\ng0vPZb3i82Tz2uwIkDmdKvScAvLv40Yo7RX7p2OWQWByWa/6QKT2ipVH5ccgNez9d7zT76dWGoq0\n+1AKv9uwx3xfrIzZ3QJZY2psDE6JmoDYY5ZwKOv1uvhdJJX1CierEU1Tzso6TesFgAkd/heri2W9\npcwpYJn+qzDNMahilYyP8p5TcZdilcyp15PqgofMXLtY1lsl+5GuNq23IQYiuZf1apqmNBRJDJDs\nMqcRTTMv7BiGfD8cj1klWw5YeoKrZE6lab0Ow09UXou1oFeZqiyXxytUCthMVAaCX+SpljmtFpwO\nZwtmdjUWjaDb8jyJr6tUIwSnXjOnIZb1io9BxsdgKDGQFft3xczp3sPphiiXrpWXtveal+fOe9sk\nLLrybPNjzJxSvTE4JWoC4rTehHBSZV387rc8TyrrbZODDL8laiXilXNr5nRid/lEQZym6EYKTqeU\ng9Mehf7VMFXL+EhBpI/Mc65KdibonlOnnsakj12FVTOnAcvNw1Atsw2olfZKWTmb42qaZrkwUf24\n1SY0A3IW3de0XofMaU9XAwanNt+6GAh5HwBW/eddpXfbX8+p+3Mkr5FJVvwOkSf21j84LbqUs1tX\nyfi5SOq0SgaQ+9n9PAZph7LeiV0J83EdyRXR2z/s+Zjjzf7ecjvMX557Is44UShpPsTMKdUXg1Oi\ncc4wDOTFzKllhYE0yMbn8CJxUmenJcgQTxSGffQ8iffBmjmd2FXuq+pPVz8h1nUDh/rKJxAnS5lT\noay3DifX1VbJSOWdirsUrc81oHpSXX1ar5+BSFJwahP8WH8m6zFwp9qeU0AetuO1P9RLIOm371TO\nbNvfV3G/ca7qtN7y8+OYOW2AideAl95gheeoUP3x9Ps6Kuq6GUhrmv1rvt3HKhmnYUglctaw/sGp\nW+Y0Fo2YtxV1w1eliNfMaTqEsl5N06QgTbW091DfEB5ftxO/fmGXr0nsY2mfEJyeOrUTp0ztNF9f\nvQMjVS9wEdUSg1NqerpuYM2m/fjhI5vx/CsH6zp5shYKRd0sz4lFIxVZoHbFyaiGYchTDS1XrcPI\nnFqn9U7sFoLTVPXMae/giPnHv6czIa3AkE6u69JzWmWQi2pZb5XsjNIgl2L1PafJePn5rlaaVy1z\nGo1EzAy/Af9DUsJQrawXUNt1KmbB7facWo/r5eS12ooSAEh4HDqj64bUg91tM00ZACZ0ll+LAx6r\nGGqhFiuZqpVeA/4Hi1lfl5rND5WfnlN5GJJ7cNoImdNqF2WSiutkxMep3TU49X7MtMs0cXlir//g\n9HD/MJb9ZD0eWfMmfv77HXjo6e2+j1FrhaKOg8KshlOmdiIWjWDKhPJr/kgTZ42p8TE4paa34ult\nuO/Xr+NPW4/gnl9twcrfN94fiyCkflObE9c2n4vfS0ZyRTMTkYhFpF5WwP9wD2D0RLN04qxBLhUF\nrJnT6ifE4h9YMWsKyFNI69FzWnVar0L5LSCXcNuuklGY1luosjsVkH+O3Mp6dd2QepWtFzXKx6tv\naW+1iweAtazX/7CdqEM/Y8znhYlqE5oBa+bU+fFMj+RR+tY722KOx1Nd0xG2as9TTGGVTLU1MoD/\n8vhq/aaAv55Tt2FIQGMFp4ZhVK0UaVPsO5XKel2DUx9lvcP2Zb2AZWKvQu/l7zbskVovnnlxHw43\nWKB36Niw+XxN7kmaP5cnTir/DT18rLHuM7UWBqfU1PoGR/D0n/ZJt/3P+j14fdexOt2j8EllnjY9\niO2KO+akAKNK36DXVQbi/59MRCvK9CZ1iT2nuapZbrFvRuw3BeReurpM6622AkMhiLR+rt3FiKA9\np457Tj1mPoayBTP4aU86Bz/tAXfwBiX+aJVHFMliUubU+5oS8+sdMqcx3z2nXvacCqtkXMp6xRL3\nbod+U0CuPBjI1Cdzah1IYzsQSXg8lAYieQlOFTKndvxUm0g9pzZlvZ0NVNZrLem1yxpLu059VEpI\nq2SsPaeKwWnKZWBbkIm9w9kC/rD5gHRbUTfw3Kb9vo5Ta4eFOQ2nTOk03z5hUrv59iEGp1RHDE6p\n4fQODPue6Ofk9y/us5249/CaHaEcvxGIWRJrdhOwrJPxkTl1WiNTopI5ldfIVGbU2pMxM+DK5otV\nM2r7jpRPHk6d2il9rKfOZb3FagORFPYzAtVPguVpvd5eR172aLZ5HIjklpWQjtdQmVP7zxEvKoTa\nc+rzufeS6RPLJt0yp9IwJId+U8AanNan57TaUDFAvoDgNXPqZZVMzG9Zr4cLPL4yp9JAJPfMab2n\n9Vbb7QtYpkl7/Puu64alDST8zKm1rPfkKR1m5vfo4IivaqM/vHzA9nv78xtHPB9jLIivZ7GVRsyc\nHjo2hCAyI/mG7belxmdfb0XkYiRXwGN/eAt7D6eRLxpID+dx3tsmYeH7ZzqeQHihGwYe+N0bePrP\n+zB1Qhu+9P+8G5OEX5wqXnmzz3z7hqvOxorV21DUDezYN4gDRzM4eUqny1dXl80VK0pTx5rYX1a1\nrNdHhirtsEamRNw557XndFgahlT5uGmaholdSbMMqj+drbhaLtp7pJw5PW1al/QxaVpvHU6uq5Yj\nKmZOc34GInk8WZcvcDgFp94y8OIkTLuMe4mYOa3HOhnxmpWXgUhed2gWiu7ljYA8hMdv4OM8rdfb\nKhlpGJJDvykATGiAab2GhwsIfrPQgMIqGd+ZU/u/Cb6m9QplvZNtMqfihQWvk81rRaoWcPiZb/Ox\niqpk2LIT2/p7tMuyi9cwDNusrZVbT3wsGsGJkzvMqpyDfUM48+Seqscs6jpW/2mv+f7C970dq557\nE7m8jgNHh0I53wiLeLFWvAglZk6DlPX+bsMerFi9De3JGK659G24+i9P9/S8EJUwc0q+FHUd3165\nCf+zfg9e3XkMb+zpx/7eDJ7auBdPrNsZ6NhP/2kvnv7zaAlu78AI7n7slUBX3nL5IvYKmbVL3nki\nLpgxxXz/+VcPKh97MJPDnStexKe/8yx+8sRrntdM1IJc1lt5UiQGFX4yVNIwJJsgQy1z6nwVvGRi\nl7eTLl03sP+oEJyeIAen0p7TocbrOVWZqmv9XNvMqcJx3YZUlXjdVTggrSlxCU7Fnx8f057DIg9E\nqt5z6mUfKSCXlnoqGfXbz+ihrNdtWq/XzGlPA2ROq+0KBixTr0NcneS3skG8SOj0HHVY+v+d2hYK\nRR0Dx6eVawAm21yknSYErL39IxUfH0teqgVUMqfi7wW7Spt4LGoet6gbnv6+GYYhlfV2t1e+BsT5\nBeJcAzfrtxw2L6p2JGN470Wn4vwzy+cbjZQ9HXQo7T9xcvDM6a6DKTz09HYYGL1ovfL32/Hjx7dg\nr+LkY2pNDE7Jl5e29WL73gHbjz2+bmegwQxrN8vB4ra9A7jjwRel0k0/dh9Omyc3J03uQEdbHJe+\n6yTz4xteP6I0uTeXL+LOh17CqzuPwTCAP2w+gEfWvKV0H8OQq5I5Ve3ty7jsOAXk/h/PmdOce+YU\nAHqEoUhuGc9Dx4bMk/YJwn66km5Lz+lYL1SvdmKtXtZbZSCSSnCaFXuBHQYYWcp6nV474gWFiS6V\nD+LPlJ9pz2HxNBBJKuv1H/g4TeuVsn0eniO/J/+uZb1D1XecAqMn2KXvP5sr+rqAEpZqa2QA/8Ol\nAI8DkXxWNogBV7vD77Z4LCqtVHHaO92XypoT2Cd2J22f80nC7tOBTK4uE69L5J9Ph8xp0n9w6rZG\npkS8COmlNzqbL5r3Nx6L2FaKiPMLDvRlKj5upRsGHhcuzl8153QkE1HMOnuaeVujBqc9wuDAqRPa\nzMnlfYNZpXUyv35hV8Xf2he2HMKyn6zHcy83Vu8tNS4Gp+TLa5ZBQlfMOtV8u1A08KLiL+D+dBa7\nbBY/v7F3ALf9dANe2t7r+5hvHRg03y6V5Zx/1hTzJO5Q3xD2e7wqWqIbBu77zesVgxKeeXFf3bKn\n2WqZU8XevrRw1dpuHYhK5ksMguyuhAPABI/luPtcSnqB0ROP0gmNYYz9REspc2o3yKVGZb3WMkcv\nF2BG8tUvGoi7CnXDcLzP4gniBJfMnNQzV4eeYLms1/5zpD2nXvsZpYFI4WRO5UyfcyBdClZGd0na\nH9dr5lTTNKlioh4TYaULCI7BqZA59XoBQVol42HPqZfMqTjszeb3cImXvlNpx6lNvykw+rM5uad8\n8ad3oH7ZU2lCtVPPelyhrNdljUyJ+Pgc9fAYWEt67aomThIyiAc8nCNs2taLg8eHDLUno7hq9mkA\ngAvePsW8wPPWgRR6BxpjyJBYSST+vY1FI5gqZOT9rpPRdQOvvlVupRLbsgwAK1ZvU/49MpwtYM2m\n/Vizab+n55nGNwan5MvWPf3m2/9+3UW48QPvwP99xdvN2zZsPax03M07jppvv+P0iVKGs6gbWPHU\nNt+ZLzk4HZ3Al4hHcb5Q2rvhtUOej5cvFHH3Y6/ij69Wfs1QtuCYUa61atNbVXv75LJeu+FF5eOG\nmjntFK+EOwctYsn2adPse3m6hZPv1BiXJvrJnIZZ1qtpmu8+PC9lvaMfqz5xsz8lDNvocs6cioNI\n6hL4+Czr9T4QqXrPqZw59bdKxinTp2kakonqpb1SSaNL5hSo/7oSb+t+/F9A8L1KxsPrU3w9tDkE\nUoD/4FQMQK2mTSz3CPbWcV2Jp8y+QgWP2xqZEnGSsThEyomXgW1ib+jBvurB6W/W7zbfnnfRqea+\n7c62OM6ZPsn82JpNByq+th6ksl7LBSp5KJK/n6ldh1LIHH/OejoT+NanL8UXF/0Fpk0cfY6Gs0U8\ntXGP7/vbn87iq8v/hPt+/Tru+/XrWPqj5/Hwszvq2k5FtcXglDxLD+fNbFU0ouHtp04AAMw+p1y6\n8vquY0rlRS+/WQ5OL3z7VPzDB8/Fl298t3m1/HD/sHRFzou39gvB6SnlgQZzzjnBfHvdKwc9Bb26\nYeCeX72Gja+Xg++5F56C9150ivn+JiHAHku1m9Zbpaw36b8s00sQJO9XdAtO3TOngNzzONZ9p9VO\nrFVWvgCWzKnD8KK4kF3zdGLtoRcYkDNCTkOR+oXMqWtwKgY+9egJ9pKVU1gl4+VEPe7z4oGXSbCA\nnEl3+j0sXvBxy2wD9Q9ODWlar/3n+H0sgdqsklHJnDr93qy2RqakdNIP1DdzKq2ScXiiVHpOxcen\n3WEw3uQen8HpkPOk3hIxc3qob8i133zHvgFsO35hOhrRcOXs06WPv/fC8jnCmk37G2KCrVv1RJCh\nSFt2ls/R3vm2yYhoGt5xxiR8dO5Z5u0vbDnku53q/t+9Ia2NK+oGnnh+F7790Ka6VN1Q7TE4Jc92\nHSyX3Z5xYpd5JXTqhHaccnyNR6FoYJuQXfWiUNSlwPP8GVOgaRpmnDoB73/3aebt631kOTMjefOq\nXzSi4QxhWM5Fb5+CzuN/6HoHRrB1d/X7+9TGvVJg+v5Zp2Hx/HfgwhlTzdte21mf3alVe04V9pEC\nMK+AAk5lvfJwDy/c9suVSINYXP7wyJlTh+C0s367TqsORLL0HXr9gy31nIbULzfiIaMNeOsbKw1y\nAeSJr1bddV6FIZX1OvwljCqskpFLHD2UjHrpOS1ULxUGLEORHCb2iq+D7k7ngVWA/BzVJ3Naflsb\n64FIvl9D3qoPOqSLhfbPkRhkTXUo6wVG//aW+C3BDJNYTu1Y1quwb9tLz6lYhuql3DPlMqnX/L/a\nYuaFm0LRcC3HLQ1xBICLzzuxYsPARTOnmkP+BjM5/GlrfXtPC0XdfFw1DeiyXHgOsk5mx75yQuCc\nMyaab8+aOc08Xzx0bNjX/tje/mGpX1c8n3lt1zF884EX6zawjWqn5sGpruv4yle+goULF+LGG2/E\n7t27q38RNSQxGBAXVQPAeW8rl668utNfhnPb3gHzj9WUnjacIgwjELOy23yUze48UA6kTzuhSxrt\nH49F8VfnnWi+/4eX3UttevuH8fCz5b2o7591Gm74wNmIaBrOPn0iSqdGuw+nfAV/YclV6TntFK44\nZ3zcv7SUOa08MegQB9p4PO6gh37ECZ3VByJl80UcOX7xQdNGd9PZEQe+iEHTWKi2ozES0czgx4D3\n4Ecq8XTI0ATpl3Mv661emicNRGrksl7DS1mv/1UyYqmZ457TqL/nx0s2FvCWnfI6EAmQp3Sn67Ir\nWAh6nEqkFfqCvWT65AsI1YMpMVMdas+pa+a0QYJTqUzaIXOaqJ7Vt/LdczpYfSBS2sMFUkD+m+JU\n2psv6Hhpezlwep9wMb0kFo1g3kXl2Ry///Peis8ZS9ZJvdaqHnEY1F4fwygNw8CO/eVztBnHK+uA\n0fOSv3h7+UK+dfilm2c37TcvJL7zbZPwv//tclx72Znmede+3gy++cCffa1T0nXj/2fvvMMjOat0\n/1bnJKmV84ykCZocNWNPwtnGGQNjD2GJdxcWvEtcuAuXNWZ3H8O918DuemGBJSyGC8Y2wcbYa2Mc\nGHvGHnuSJ89opFHOsVudu+4fra7+vuqq6qruVhqd34MfpO5ST0vV3fW933nPe3D43CB+9uxZ/Oip\n0/jT4a45WbsR6sz4nNM//vGPiEQi+OUvf4ljx47h61//Or7zne/M9D87pwyNBdA15IdJEOB2WlBX\n7tG8WC0U2ChweY/f2oYS/PGNxIfuyTZjFUR2V2zDdNU0SUNVISxmE6KxOAZGAxj3hzNa0QDgTEfq\nOSjNKNu9oVra8Xzz7ADef+NK1YvfE6+2S4KgvsKDe65L9di6HBbUV3rQ0e+DKAIXusewgammzgaZ\nZlRma83zBzONkkkfi5BplhkrEAvdysKF7TlVE6ddAz4pzbKy2KUoygE+kEGP5SufxDJUToFE1SY2\nLSIi0bim8EgSztBjnHjc1N8jn1UfRwZbbzQWl6rjAvhzKWeubb2iDluvOStbr77znjo+j7ZeNrFX\n4bwHw1GpF9VqMWmea4BPQp3ryqmeQCS99ng9lVNubqwOMaV3g0dPrz77WVWiVTmdL7ZeLmAqcyCS\nblsv23OqYustnYHKKZCw9p6ZdlX1Dk9hw7L0Y062j0ghg+VeBxqqCtIPAvC2TTV48tV2xOIiznWN\no2vAlzb6bLbge87Tf/8llanfobPfh1g8zgXDqTE4HpQe22m3cCIXAHauq8LBUwn323NvdKK23I0V\ndUWas19FUeQcc9dsqYNJEHDH7kZUFDvxg9+fgigmzs83fn4Yf/eezZrvl7go4s2zg/jtny9yQVf7\n3+rFE/vbcM91K3Dlmsp5M5M1FInhhcPdONU+gmgsDkEQIAiJdc2uddVoXuKdN88138y4OD18+DD2\n7NkDANi4cSNOnDihefzpS6OS3yr5cSd97InJ/5O+SB0jO0gUNX5WTFwURidDGPeHpUW1SRBgt5lR\n7LGhtMiBcq8Tdqs5cZ9JgEnA9P8nXgz+YASTUxH4AhFM+MO40D2OU+0jGJTNHBMEoKbUjcbqQiyv\nK8Ky2iJUl7rgm4qgY2ASoXBcemwg8dymglFpIREIRdE77EfXkB/BUAx15W5sX12JK9ZUaqYt5hut\nHr/mJV6YTQJicRFdgz7dIjIuipw43dJczt1vtZjQWF0gVU3Pd46hhekZVUIURc6Cu66xJO2YpZUF\nqCt3o2vQj3A0jqPnh7CDCWFK0j86hVeZXb73Xr8iTUA01xejoz8h3E+1j86+OM0w/D1rcZrhIp4Y\ni5DYOIjFE+mtaiIxCTf8W8XyWcRZcSOIi2LawpRNdlZbEABzW1ngKnNq1RmzCSFMi9NYHE7Fo3gi\nkcxCJTdLovplgb1PaYEpD9rQWtRwo37mPBBJ+RgubEd3IFL+x5ToeUwg8zgZtu+60KWcVMriPbMG\nMAAAIABJREFUmWvrdQb3AcBXkrMJRFLbEHIZTDlnnQR2TXGqXTmNiyJGJjKn9QJAOWPrHRoP6Nog\nnAn0zPa127Q3tpTQUzktKUiM1ImLIoYnghgaD3B2ZzlcIJKGc6CKEU1qib3sOqOluUL1b+/12LFl\nZTkOTR//pyPd+MBNzar/9kySKRCqyG1DcYEdo5MhhKNx9A5PqbbNsFzsTlVNm2oK096vaxpLUFns\nlNqtfvL0GQBAS3M5PnrbGsUCzqX+SWk97bSbsb4pFWZ55doqmM0mfO93JxEXRfSPBvDAz97ErTsb\nUOC0oqrEhVrmeXcN+vCjp06jvS99KgSQ+Gz8wZOn8NKRbmxprkBzvRf1FR7VILaZxheI4MFfHlWc\nYgEkqs/VpS5cu6UO6xpLEutvUYTDakah26b4WhSn3yOX+nzoHfbDF4hIm+I2qwlWswlWi/w/c+pr\nc+r/xenHExltJX0tMt+L8vsSXwiCoFg4SjLj4tTn88HjSb1AzGYz4vE4TCqLlv/ziyMz/ZRmHVFM\nWA+6h/zY/1bCQpoUctnQ2jOB1p4JPPKnC2isKcDSygKsWlKM5iVeLho9nxeqeFxEzzAjTmW7fg6b\nBctqCnFuWkSebh/BlWvTxZ6ctt4JjE4m7BhuhwXN9d60Y1bWeyVxerpjNKM4PXRmQPoAtNvMiuJU\nEARcsaYSXS9dBAC8cXZAUZw++Uq7JDJWLy1G85LitGPWNpbguekEukNnBnD3tctVF1IzAZvKaVcQ\nK2zV0x9UFntyRFHkLMBKtl4gUT2dmEr8+1OhaEZxqieMxWoxw2k3IxCKIRYXMRWMponjdq7/WV2c\nsuEOsy1O9VROuVmnOkRKLB6XXo+CoO9x9VST2MWi1sLaniH5mQty0UgZBRKLf0FIfD4GQlFEY/oq\nx/nCaFUum35G1TmnFmOPywpYtUofwFfSlap9esfIJJnrQCQ9Gzyc9TqLQCQ1Gyo3xzmY+XcP6rT1\nujKI0wl/WKq+ux0WVVEGJCpfdqsZoUgMgVAMfoXPytmAs0mrzTnNwtarp+fUZjVjTUMxTkznVjx1\n4BI++PZVqo/J2tP12nrZMJ4k0VgcR86nRtxlWpdcu6VWEqcHTvRh79XLNM/tTCEfpaPE0soCaV12\nqW9Slzi9wIjTZTXposMkCHjXVcvwnd/yBao3zg4iGHkLn373xjQh+Gem5WrT8vK0zdhtqypgEgT8\nx+9OIBYXMTwRwk+fOSvd37KqAndfswyvnerH7/a3ca9Tp92MqzfXosBpw3NvdEq/77mucWkd67Sb\n0VxfjKoSF+KiiFhMRDQeRzQWRzgSx6gvhNGJIGJxEXUVHmxaXobNK8rT+o6NEonG8dDjx1WFaZLe\n4Sn8/Llzabc77WZUFLtgEoBQJI5QOIZQJPHfXMyrVqOk0I7/uu/tivfN+DvD4/HA70+9sbWE6eWC\nzWpCU3XCjjo8EUTf8BTkMjRbYcoSF0W0dk+gtXtCsqjabWZYTAJCkThisTgqip24cm0Vrt1Sm3Fs\ngBY9Q37pRV1cYFf8UFvTWCK9qd+6qE+csuEAm1eUKy5O1zSU4KkDlwAAJy5qJ+I++UobfvvnNun7\nLSvKVAVTS3MFHp8Wp29dHEEgFIXDZkZb7yRMpkQv04GTqarpnbsbFR9nTUMxPE4rfIEIRidDONcx\nxsXHzzRs8InS72oxJ+x7wXBMEgJK6bsswXBMeo3arCbFiiyQ2M1OVmMCoahmj6EoijJbr/rrsdBl\nQyCUEJPj/nDa640N59JfOQ3OamUhU88pYLyCxm5E2Cxm1d+FXXBnEr3RWFxa1AuCulUYkC0wFaof\nQ1yvnHYd2GQS4HZYpcWSPxBBkcbrJ99wtl4d/YzRbPoZ81Q55c+7TluvwiiZSVm/WSbmXJzqSOvl\n55waD61SO0d6UnVZQlm4D5Qed1hn1RRIbLKWeR1Siv7gWGCOxGnmQKRsRskEdIhTINGmkxSnLx3t\nQVmRA7fuaFA8lv37ejUC29hNz/a+CZy5NIpwNIammiJ4nFacah+Rnl9ZkbqlN8nKei9qy9zoHvIj\nFInh1RN9XODjbKFHnDZUFUiz5c91jmHX+uqMj8uK0+V1RYrHtKyqwOf3bcILR7oxOBpAx3Sr2ImL\nI3jilTa8Y08q1dcfjHCutd3rldeTW5vL8bfv3oD/+N3JtM2eN84McNVtIPF+v2FbHW6+Yqn0+1+1\nqQa/29+GP77RxW2IBUIx6e+QiTHfCE5cHMHPnj2HQpcVRR47itw2uBwWxMWEuyASiyMajSMaEyGK\nIqwWE2xWM2xWM+zS1yac6xxD23RuigDgjt2NWFFXlMimiMVx7MIwXj3Zp2qPD4Ri3BppvjKi0SM+\n4+J0y5YteOGFF3DzzTfj6NGjaG7WtjI013s5i5V88ZX8VmBuSH2d/D+BO1Z29/Q8ODOKPXYUeWww\nmwTExcSFMBiOYmQyhKGxAIYngojGRMRFEWJcTLzA4onvISZ2VgucVnhcVhS4bKgsdmL10mIsqy3i\nLnjBcBQd/T60do/jwvR/k1MRWC0m1Fd4UOS2QZx+bBEiXHYLXA4rHDYzbBYT7DYzKrwu1Ja74bCZ\ncfTCEF490ac4VzMUjoE93f2jAfxufxuePngJV66txNrGUjTXew3bgdmZoWofwuubSiVhePTCECLR\nOKwWE0KRmLSTHI7E8IeDl2ASBOxcX4U3mbmoW2WW3iQr6oqk3eHBsSD6RqZgEhIL4XKvUxIgrd3j\n+A0jTMuKHHjXVQqNItNUlrhQV+5B16AP0VgcB0/24cDJfu5DNsm6phKsVKjqAokPu5ZVFXjxSGKD\n4PGXW/Gl92+dNRHE2vfUbJ4ep1WqjvkCkYziVM8FDJBXF7QXHP5gVBK8DptZs7pQ6LZJ1e8Jfxi1\nZSmLVSQa43aytSqnicpDogobisQwMRXRZTfPB5nSegG+CqanwplpxqnSfZnEj9zSq/W6zWTNY8Vp\nmUaQS5ICV0qcTs6yOOUDkZSPsWQz51RHIJLRyvZUKPV+1Kq22DP0SY4brZy65rYvWFff9gyNkslU\n4ZSjO63Xof24/IzTzO+h8iKnJE6HxoOaVrmZIqancqpjDJUc9pqiNkoGSGxs11d4pBTY37zchjUN\nJYp/C3Y8SkWxcpAekHD2VJW40DcyhWhMxP+edvUVuqz46ke2440zqY11LUtvEkEQcM2WWvzs2USl\n60+Hu3DtllrVnwtHYjjTMYqSAgdqy915W09wQYcq1/bVDcX47f7EWupY6zBOXBzGqfZRXLGmEksV\n1n/BcFT62wsAmqqVxSmQKDasaUi42R5/qVUqPDx14BK2rCzHksoCRKJx/OeTp6TPsNoyt+aG//qm\nUvzjR7fjpaM96BnyY2IqrBig2VhdgI/cuoZbTwCJz9R9163AdVvrcKJtBOc6x3C2YxRjWYYoTkxF\nMDEVgfGJrum86+pluOXKpdxtG5aV4d1XL8OrJ/pw+Nyg9JoWhISo12pDcNktWFLpQX1FAbwFNtgs\nZkRjcUSisv9iMYTlt03/F43FASGhtQRhWltNfz/9P6k/Vu0+s0lAi8qaH5gFcXrDDTfglVdewb59\n+wAADzzwgObxX3zflpl+SrOOw2bBynqvJG5EUUR4WrhlY/+8elMtrt5Ui3F/GB39kzjfNY6TbSPo\nHvQphmAAib7El4/1SkOga8rcWFnvRU2pCxXFLlQWO1Hmdaj2iLUxuzBqF7+GqgKUex0YHAsiEIri\nwMk+HD0/hGMXhrB5ZTn+8vY1+OkzZ3DgZKLBPfnhByRsCMkPLDkWswmrlxZLO1hf+v5B7v5Ny8vw\noVtW4dEXU4m6Syo9+NS7N2a0V7SsKpcS6R5+Nt0eASTe8HdfvVzxviQ3bavHn4/1IBZPVLMPnuxP\nswlHY3H4AhEUum15tf2y51xN8LmdVkk4+AIRVGYo7HJhSBpCVk/yZBIj8xW1Zp12DfqlRWtFsVM1\nKANIfAiWFzmlHdrBscCsidOYjsqc0QqafnHKBCJlWLDrHSOTuF97HMQwM3JBjzidy1Akdn67aiBS\nFsKH72fUIaiimUUvu9jQqiBxo2QUxKneJOUkc1055cb96LBeZzWLVuV9xIohXZXTiD5rvDNDL6ve\nGadJ2PeZ1siTmYT7e6qsIXJN69V63VstJnzxvVvwzV8dxcWeCcTFxBzMe9+5njtuKhiR2lWsFpPm\nqCsgkaUhT+qdmIrgyVfbceR8SpxuXaW+yGbZsbYKj77YilA4ht7hKZzpGMNqBdF1qW8S3/ntW1K/\n5eYVZfj4nWtVHUxG0LPxvKymCAUuKyanEnkq3/zVMQDAn4504Z//x5Vpr8uLPRPSe7W23KN5TWa5\na08TznWO4XzXOGJxET/6w2l8eu9GfPe3JzhxeefuxozivKTQwc1TPdk2gl+/3Ir2vkmUFNhx7dY6\n3LitXjMHodzrxDWba3HN5lqIooi+kSlc6B7HhD8Ms8kEi1mAxWyC2SzAajahyG2TNpBOtI3gyPlB\nnO0Yy4szEgDu2NWAm69Yonif027BdVvr0qrvoihiwh/G4FgQgimxJrRZE8UAu9Uk5ejMd2ZcnAqC\ngPvvv3+m/5kFhSAIeUnvLXLbsL6pFOubSvHOtzVBFEVMhaKIx0Xp8Q+fH8QzBzukxXmSniF/Wh+F\n22HBlWurcMO2eljNJlzsGUc0JmJJpQetTDWxUaGfIPl7bVtViT8cTOyEJRvegUQi799/74DqTtTO\nddWai+2btter2iuOXhjCp/91v/S92STgr9+xTpfvv6W5grMByzGbBHzgpuaMyXqVJS7cuL0eTx9M\njEr61YsXsGVlarbX4XOD+MHvTyEUjqGpphBffO/mvFxoAN6+p1U5TeLXscj0BzL3mwL8gsGXoS9r\nIk/itF2npTdJeXFKnPaPTGF5rfqubj7hLIm6xlXosHeyFm6N94vFwOPqTRmV35/J1mtYnM6y+NFl\n6+WEj97KqQ5br8HKqZ5gGEAWiKRw3llxWpxhYQ7MhzmnmXtO+cppFoFIKo/rtPEiMh4XNcNRuPeR\n5igZ7fnQ3BgZHZVTtrqqZZObSfjXvFrPqXaYmhJ6ek6l+x0WfPiW1fjKf74GADh2YQi+QIT7jBlg\ncgfKvc6Mm8SrlxbjpaM9abe/wMw2LS20o0lntdppt2Dnuirp55860J4mTvtHp/DNXx3lUnWPnB/C\n9544hU/ctS7nje1MQYdA4vNw0/IyrucTSKw1Hn3xAj5+5zrudj2WXrV/58O3rMZ9P3odkWgcHf0+\nfPahV7hjbr5iScZ+XiXWNpZgbWOJrowNJQRBQHWpWzNNmKWyxIXrttZJifXj/hDGfGEEw1GYpiuF\nVosJFnPiP5MgIByNIRyJS/8fisQQDEchCALWN5WiPotEZ0EQEpbiWXQhzQSz341NzBiCIKRVua5c\nU4UrVlfifNc4TrQN40zHGNp6JhR3dvzBKJ5/swvPv6k+h8skCGjUEARXbarBf7/eofj4asLUbjXj\ntp0Nqo8JAM1LinHjtno8eyhhlLBZTKgqcaWJ7uRzqNSw67AkK8jnOsek21qay/H+m5pxvnMMdeUe\nVJboe6zbdjTg1RN9GPeFMe4L4+XjPbihpR6jkyH88KnT0gX5Yk+iR/im7co7YkbhR8koL4qMigC9\ntl4vswEwmmFhxM5MK86w6Cpi+uEmZPMV2V4KJYuRnMTFJbHLrRRsMVPosyRmH4yjtZnDBmNlWgjq\ntSMCcmte+sLaSM8pwI8ymO00WE74qByTjWVUT3IpXznVY+vVJ0658ScK5539DNZTOXXaLVISajAc\nm/3QKh1922ZTFtVtVkypvI9MJkFqCQASr3eXhotEb6hYpl5WVmDq2eApYYLHkqEusw37GlbtOc3C\n1qt3UyZJbZkbTTWFuDi9xnnjzACu3pyaMcpZer2ZP5+2Npfj6k01ePPcIDxOK0YmQ2nvqx3rqgxV\nom5oqcdLR3oQF0Wcah/F069dQteAH8dbE5vvarPID58bxNMHL6n20upF77X9tp0NONY6nLY5/ObZ\nQfiDfGsQJ05rjdnKq0pcuGtPE371wgXudgHA3muW46bt9YYeT85shlMCic/24gJ7zqFIix0Sp4sA\nQRA4W3EoEkNr9zja+yYxMDqFgdEAeoanVGdKsuzeUKV5gS73OnHVphopoEmJZDXy0NkBWM0mXLe1\nTpfV8p5rl2Pnuir4AhEsrSqA22HFn4/14CdPn5ECpzxOK27fpRxcpMZf37kWX//5YfSPBrC2oRgf\nvmU1nHYLtjYb261z2i24bUeDlJ727OsduHpTDf7rmTNpO+RPHbiEa7fUaQoMvXBzLxXmnAKAx8GK\n08wWtUwzTpOUcaMMtGfMnbmUmj27MsPuaiFT1UmOezpwsg/xOLhB30s1+k2TsP0lsylO9YzBsBqc\nR8qLU415pKx10JA41b4ksI8blFnz4nGRq/qU6aj6eJyp8zz7ldPU12oVMXZTQXc/YzRzFYlLac7w\nuLF4XFoQCwAcdvXzztl6owrilBEvXh2LJ0EQ4HGmQs98gYguUZsv4lx1W/kYfoPHeOVUazSP026R\nxOlUUFuc6rX1ZuplZVPF9dh62UXw6OTczDrl+6zVN+KSUwpicTHjRkckGpPOp8Us6L5WbltVgYs9\niYyM811jnDgdlFVOM2E2mfCBt6/CB6bTf4+eH8K/Pn6c+52u22Is1KiqxIVd66ukquSjL7QqHme1\nmPB3+zbj0JkBaRrAb//chk0rytN6Jo2gV5yWe534+/dvwX+/1oHqMjdePdGHS32TiMVFvH6qH5GY\nCKfNjCvXVqK1O5VJko0z6abt9RgeD+L5w4nCiM1qwsduX4vNK/XZpYnLDxKnixC71cw1pQOJRcDp\n9lE889olnLo0CpMgYEVdEawWM852jCIcjaPIY+PS1NTYe/VyOO0WtPVOoLG6EDdtX8LNa7pxez32\nbKzBno01hp63IAhp4Td7NtbA47Ti1y9fRGmRA/uuW2G4p7DIY8dXP7wd/aNTqK/w5OTH372hGk+8\n0obJqQiGJ0L42P99SfE4XyCCExeH8/Lhy1s91XpOGfutLluvvgsY3++kvjCKx0VpoDmAjGnGXOXU\nH8ZLx3q4iHggIRz02HprWHE6PIuVUzFz5dS4rVdfaquRXmB2IyJT5VSr+jE4HpCqxUUem+YCPcnc\n9pyygUg6ZmjqTYKNZ64iGek1ZvsSHdOVTDX4QCRtW69ekelx2VLidGqWxSnrPtBxjvIZiAQkhOTI\ndMRgpr5Trndb09ar/t6MiyJnPWVHYalRUsDYejNUTkVRxEtHe9DaPY7bdjbodgVlQk9CdbKdKfl3\nDIZj8DjV//ZcGJJdO6iNhRVHrT0T3H0Xme+rSvRMlebZuLwU6xpLpGTgW3c0ZGWffPfVy3CqfZTr\nL2Zx2S346K2rsbyuCI01BbjQPY623kQ1+CdPn8bfv29r1vM3OXHq0g5GrCx2ScI8Go1LriU2n+PH\nTPtWodumS/TLEQQB77txJd62qQa9w340VReiLIvHIS4fSJwSABKVnaRHPxaPQ4AgffgFw1Fc6ptE\nValbl/Cz28xpKblf/sBWnGwbQTQmYsvKsrw+980ry3MWeXabWTP1VffjTFuUf/HH82n3Xb+1Dnab\nWUqne+10f37EKWfrVb7Ys2MjfFOZK+Q+rudUrzhVD+O41D8pLcS8nkQKohbyntPnDqXn3q1rLNGs\nZCSpKnFJ8zSHxoJcejSQ2E1//s0urKz3Yksed2r19Jwat/VmTmYGjCWNsjbCTOmgDo1xEL1DqeCQ\nGp19Oqyt1xfILhkxW7iqnGpabxaW0ZieKpL+nlM+FEZb8LObU/JApGgsLolMAUChW9/IEQ/Tcz7r\n1muD7yG9gUgxHecI0P8+SoxjSjxXk6Bd5dMSp2OTIWmzwuO0ZkxVBxIbQQIAEcCEL6xZkfzd/jY8\n8Uo7gETw0hfem58ASj1WdiBR9U+K01A4prnxaaTflGVJZQEsZgHRmIiB0QAmpsIodNkQjcVxinHv\nZDPuTRAE/O27N6BnyI8Cly1r62aBy4bP7duEnz17Fm29k6grd+PO3Y2o8DoxGYigqsQlvU7MJhM+\nfMsq3P/jQ1Lg4n+/3oGbZQmuetFbOZXTsqoCj73UyjlO5GxZWZ7T5n59hSerPkvi8oPEKZGGPM3M\nYbOgeUluczstZhM2Ls+vKJ2vXLO5FgdO9HHBPauXFmPvNcvQNxKQxOnRC0MIhWO6Kkxa8NU05cdi\nNxXGddi3+bRe9Y8JVpwOj6vPET0jWxRkuoCx4rRdZV6Xnjm6QELEVRS70D+SmDfcNzzF9ar+4MlT\nuNA9jmcPdWLv1cuyvujLic1AIJLenlM2dCVTxcdIAIs8ECkQiuK/njkDUeSrPFWl+ioy7OJotoWP\nLltvNpZR5jg1y6iR826k704rrXdCNkZGK7WSxcNsbOkJU8snbLFaT3Vb75zTiI5KHyDrD9UYlcW+\nxxw27TRMm8Uk2VujMRGhcAwXeycAUeR+30odVdPk8y/02DDuC0NEojqebLeIRGN48UgPnHYL1jQU\nS8IUAM50jE1blXNfBkZ1jJIB+Mp+IMOsU7191nKsFhOWVhVIVtOLPRPYtLwM57vGJXt8WZEj4wap\nGhazKS8b2VUlLnx+3+a025UqhnXlHty6Y6l0/h5/6SKW1RapjrdTIxqLS44XQTD2dy33OnH15lou\nDErOrnX6rskEkQkSpwSRZyxmE77w3s14+mAH2vsmsaahGNduqYXVYkZduRs1ZW70DPkRjsRx9MIQ\nrlhTmdO/x6b1qlVOtdJvldBr63U5rNN9WVGEo3FM+MOKNqfTjDhdrWOjQ2sGY5HHhqbqQtW5uErU\nlCbEKQB0D/kkcdoz5OfCHB5/6SKu2lSjqyKbCT1hLkZGvgDy/uLsrINyjIyucMjmnD73RidePz2Q\ndpzeyulcztHk55zqsPVmUTlVs/UaqZgbEadatl42LMeINXcuNxDiuhKVjYVLAfpGyQCyOc4a7yM2\nDC5TL68gCHDaLVIF6/6fHJLGlbBOAj2W3iQlBXaMT4ddjU4mxGksHse//+YEjrcOA4Bin+KZjtG8\nuEW417zGpkeBy4be4cTv2tY7geHxINY0FCv2z3OOAYMCuqGqUBKnnQM+bFpehrcuDkv3r19WuiDG\nabDctrMBJ9tH0NqdGJXzH787ga9+eLuhmfXjTCBaocv4SLt3vq0JPYN+DI4HcNuOBrxxdgCn2hPX\n9uV1RWhSmeRAEEYhcUoQM4DDZuFmbiURBAFXrK7Ab6bH1zz/Zhe2rarIun8EkNl61SqnHmOVU5/O\nQCQgsQudHMD9lR++jr+6fQ3WNZVK90djcW5mmdJcNzl2qxluhyUtufADNzVzARd6qS1348j5RBpi\nD2M/PXiqjzsuLoo43zWelyp/3Ghar9HKaYZeuSSGxGnGyik/5/T3r15SPK5aZ+V0LkeV8JsHysdY\nTLlVTlVtvQYCkYzYG9kNC/ZzITmzL4meFNgkfF/wLFuvdWzwWAyO5QH0zaIFMifrJhlhgohKdFg9\nnXaz9Hpnzws7PqRCZ+J84t90oK034TAZGg9iRR3w+qkBSZgCQLdCGNzJ9pG8iNOYzsop+7f58R8S\nvYp15R585u70meTynlMjsNbQrulr0wlWnDaWpv3MfMdiNuGv71yHr/74EHyBCMZ8YfzgyZP4zD2b\nYBIEye2kZQVnN6iysSS7HVZ88X0pK/iOtVU41joEm8WMtY2ZHVEEoZfZy4QnCAIAcMXaKmmhlbST\nZkssHpfso4KgvjAolAUMiVqNI9A/5xRIpCMm8QUi+OavjuGXz6d6bofGg1KSpddj0x10oDRfLNO8\nWTXYSh6b2Hu6fTTt2HNdY2m3ZUNMR9XH6LxLTpyqVMkBWVpvSDutl7P1ZhAtrAXdF4ioCiu9aZJs\nWu+c2np1WUbzN0rGSCASt0jP8F7kAqum33NPH7yEe7/9Mn741GnpvhoDaZ/8GKrMSd/5JG4wVCys\nEAKlhJ5ZtAD/uZms+CnB923rG9GTCSO2U7bKmnSIHGtVngvOcr4zP591fFqv+t9TSRB1Dfrwu/3p\ns8YDWfacAgnByz7+yEQQXYP+6ecn6NognY+UFDrwl7evkUZfnWwfxfNvduHnz57Dp/5lPz7zb6/g\nuTc6Va/v7CZKPkad2G1mbF9diU0ryvI2t50gABKnBDHrVHiduG1nqq/xd6+0cSmaRuAtveq9Tg6b\nWbL8hqNxxTlzk1NhvHi0G+e7xgyFJrz9iiVpg7efPdSJPx9LDC9nKwN6B1oDyn2L2Ubo1yiMk4nG\n4opzcs/lacGmp3JqRKQA8mTm3NN6A6GoVBGymE2crVAJm8WETJvjS6sKdCdYOu1m6W8TCse4wKeZ\nRo+tN5ue04iOsB1+U0L7cY3Yetle42A4hoOn+vDoi61pGxTVZfqFz5yGVnGJysrH2HKsnGo5ENie\nvpNtw6rH8ZXTzFVpPWLLSD8hK2T7RqakGZpK7N5QLW3GdA/6MRXMfVOIn3Oq/gGhJogGRtOFf7Y9\np0DiOpF8Fn0jU1K6LgCsqPPmnPMwl6xvKsXbr0jNSP/FH8/j+cNdiIuJ8Ty/+ON5vHBEuS+UrZzq\neZ0SxFxB4pQg5oDbdjZI1sdQOIbHX1SedZYJbuGqccEVBCGtesrS1juBL33/IH76zFl8/eeHOXGa\nqf/SYjbhc/dswifesQ6rlqQWVI+/fBGhSAwDjDjVG/IBANWyykG512F4kZIkmdgLJNJ5w5EYugf9\nkiBkK06X+nzcOJBs0WMbNVw5ZTYj8pHWy4ch2TP2IAmCkDFBdOMy/ZY5QRA48cP2RM00+mZoGus5\njcdFqSIrQKPX2ECfpJEKEme7DkXx8tEexeP09gQD/OaUnn71fMIGBKm5DzhxqnNzQ+8omWW1RdJn\nw+BYUKpKymF7Tot1VE4zVa2K3MaSYNmNvL6RKXT2+6TPcI/TipZpd0tJoR17r16GJZVPr+dVAAAg\nAElEQVSJyqII4EL3RNrjGUVvJbpYRRApjcBhHQNGe07tNjMqpq8foggcOJFq38hmDud8487djZqt\nEz979hz+/vsH8YXvvop//K9DOHohUUXnbL06XqcEMVeQOCWIOcBiNuG916+Uvn/lRB/a+4wvEoxU\nVdi+09HJEC71TUri7KWj3VJ/J+sIslvNuoaf261mtKyqwKf3pnqHJvxhvHysB32jqREzRubqySun\nK+qMJROy2Kxmaf6aiIRFj/17r28qkf4+0VgcA6PqY3H0oiutl62c6rAksotqLRsVW0HTFKcGwpCS\naFVXbVYTdm+o1vU4SdjxNewitbVnHN985Cj++/UOQ4+nF/Z1rh6IZKxyKg9DUn1cA5sSRipIbGBV\nIBxVnKMoCMYso+z5GZ7IzuGRLfpCxbKw9eocJWO1mNDMbLj9+uWLiseNMH/nTOOYgMx//80rjPW8\ns4/XPxKQxAgArGkoxsfvXIsvvX8r7vvQNhS4bNxn6an2EeRKVKfYVxPcY5OhNCsq23/LjkLTS315\nagPmLOOG0TMbe75js5rxmbs3SufdZjHhrj2NWMqkCPePTGFoPIi23kn822PH8caZAe7zNR+2XoKY\nKUicEsQcsbaxhAuj+NN0RPvx1mE8/lIrDp7q4xZnSgQYe26mhStbOf3fvziC+39yCF/6/kG09U5g\naFx5GLiROWhA4qJ5CzOK5c0zA1y1odJAyIe8unPrjtxGvLCW4J5hPqW3obqQ61PqHkwPDzEK3y+n\n0nvIBtjosfWyNm6NTQO71Swt5sPRuGpvqJEwpCQFCq+Jj9yyGp94xzp85YPbpDEWemFDUthF/s+e\nPYcTbSN45E8XpMCtfKJH+LBpu3rmnEa5zQN10WMkYVaesKmF3WaW7IzhSJzrhUxSX+HRTHqWw74u\nRiaCkogYmQhi//Fe7pzlG71pvcl7YnEx42cmIAutyrD5dkNLvfT1oTMDePNsejr1CGeXzLzor5J9\ntplNAr743s0odFnhtJtxw7Z6lZ9UpsBlk7IBQpEY/vhGKsdgy8pymAQBy+uKJJG3trGE+53iGTII\nMqE3EElNEIWj8bTAqWzncSZRyydYehmIUwAoK3Li/o9swz9+dDu+/be7cfuuRnxq7wbFiqoI4MdP\nn8YFJk9Bz+uUIOYKEqcEMYfczPSOHDo9gNdP9+Pbjx7DUwcu4ftPnMJv/qy8U58kqNPWC0CxD3B4\nIogfPnVacRELJKy0Rtm2qkJaLJ7vHsfFnlSFsrJEv3CpKHZi68pyCADesafRUL+qEvK+U3a8zcp6\nL+qYnfauwdzFUFxH5dSoJZE9RquinRhXkbl6amTGaRKlKka514GWVRVZ9QQrVU6nghFcYubbvn66\n3/DjZkLP+WHTevXYelnRozVSw4ide8SAFc8kCHAw552t3q9tKEZLczk+fPNqzceQ43JYpI2vcDSO\nyalEENbXf34YP/rDafzP7x1IS73OF3qs8YIgGJ4XrLfSBySE3O71KTfAz549x/0b0VhcFoiU+X0k\nb29YVlOI5iXF+MZf78S/feptWX3WsQm1SReMxSxgfVO6zX5NQ7Ek+EYnQ7jApKlng96/Z5FbfXzJ\nqMzayyZDZyNO68vTxWmBy3pZVQytFjNqyz2Snd/rseN/faAF91y7HDvWVuK916+QAroCoRjGmI2u\ny+nvQFx+kDgliDmkqaZQEk2hSAz/8buT3P3PvNaB3mH1Kh5bOXVkqJxWqKTk9g75VW2sepN1WQrd\nNmnemShCSuo1mwTJWqsHQRDwibvW4T8+fxXu2NVo+HnIYcXp4XOD0oLSYTOjsbpAlvCYe+U0piMQ\niR/9YTCtN0PFh+0/DCgEYAH5s/Vmmu2ohVLlVN4HdzZPIVUsXFVOV1qvMVtvJrto8t5INK7Z4zxq\ncEwJe96TVJe68Ll9m/GJu9ZnVTkq5ay9QXQO+CS3RTQm4imVkUK5omcDAZBZezNs8oiiqHuUTJJ7\nrluOoul5kuP+ME4w4UhD40HptVRSaOf619WQtzc0T89+tlvNWY8V27ku3U6/cXmZoqPGYjahhZkT\n/dqp3DZ/uNe9xvM3mQRsX5Pof11S4eFsqGNyccr0nCq5NTKhVDldUee97MedOO0W3LR9Cf7y9rW4\nvqUeH7tjbdoxbodF1yYKQcwVJE4JYg4RBAG3adhVY3ERf3yjS/V+PhBJW5yq9TmJgKqty4iYZFHa\nra8udWWsUshJVEXyk6zI2oTZsRCrlhTDbDKljR/IFaNJo7psvVHW1qv9d+ESe4MqldMsbL0eJXGq\nM51XCa5yOr1hcF42zqe1e1za5MgXRgORdNl6dQbDmASBC3mZUjk/oihyFSU9f2eHgoMil/MD8HNR\nh8eDaZW2nmE/QiobILmgZwMBgKHKaSwuIvmoZpOgWeFO4nZYuV7q10+nrL19WbQtyAXsmobcR5tc\nsaYChe6Uq8FqMWHvNcs1jq+Uvj50ZkDX61sN9nVvzvAZ/z9uW4P7P7Id//ChbahhUqM1K6cZUsSV\nKC1ycO4RwHgv7+XAijovrmTONQBctanW8LWYIGYTenUSxBxzxZpKbGASTos8Nrz76mXS91oLByOB\nSEYstUmysfUCSBstA/Cz5+aC6lKXYrVx88oy6X4p0Xc0kLMY0lU5NWzr1V85ZQOwBseUK+NGZpwm\nKXDytl6X3aKrWqRGiaynEQBn6QUSFfh89zbqqcqxYzFiegKRovrtomzqsV9FnE4GIpJV2Gm36Eqr\nVqqc5mrhY2d3Do0HuX5tIHF+OvOwoSNHT1ovwG/UZBKnYZ2J13LYec7HW4ek3luup95A0NSHb14F\np92MHWsrDY2NUcNqMeOTd63DxmWlWFlXhI/dsVbVLQMAK+q90uvCF4jgbEf27gQ9s32TmAQB9RUe\nmEwC57gYZcapxUWRm6mbja3XJAi4enOt9L0ggLvOLibef2MzltUm3ExuhwXXba2b42dEENpkN5eB\nIIi8IQgCPvGOdTjZPoJ4PLGLbrea8fybXRidDMEXiODMpVGsU6hG8uJUWyBkUwWt8OpfbLE0VhdC\nEPhE1Nry3HpGc8VmNaOluRwHTqYsbF6PDVeuqZLuryh2oX9kCiISfamN1YVZ/3t6FtZsIFJIl61X\n35xTAFhS6cHJ6fl+7X2T0jiJJNFYXArbEaBfwMirGPkWPqIool9h7uHweDDnvmMWPYFIhiunOm29\nAOB2WoBpPeAPKM+aZEeU6A0wUfocyPUcsSFX/aNTaO1J71G81DeZ9zEdes4RILf1ap8nPvFavzit\nr/DA7bDAH4xK/XvFBXZOnFYZGJW1Z2MNdjEzR/PBijovPrVXn9A1CQK2rCzH828mnDnHWoe4oCQj\nRKL6ApHkFDMV/aStNxqLIxSJSVVzp92cdZXvrj1N6B2awtELQ7h+a31Wqb+XAy6HBV987xacuDiC\nmnI39ZsS8x6qnBLEPMBmNWPzinJsbS6H026BySRgK9MTxA4RZwmEmJ7TDLZePRd4+Q51tpVTp92C\n2jK+Ulqvkp44m7A76QDwrquWcQvUfIYixZk+wnxVTsMGKqcNVSlh3d43gVAkxs2p9AUikr3R47Lq\nXgDKe0615u3podBtk+Z3ToWi6JsegSBHaSxKLnCbB2rilDlvekbJxAzYG/nKqYo4zWL0g5K9P1db\nLzt+49UTfYoBapf6J9Nuy5WZsPVGIvpCxeQIgsBVRpN23r4sK6eA9u80G7Azid9qHdY4Uhu2ZzrT\n656FfU2PTobwy+fP42P/90UueyHTXGUtLGYT/uZd6/HQp/fgPdevyPpxLgcsZhM2rSjTrKYTxHyB\nxClBzFPWMbvYp9pHFY8JhPVXTgHemrZNVkkDgOu21kkhFUsrC7KyU0mPvzr1+B6nFctrc7eu5cqK\nOi/effUyrG0oxt++ewN2redDRPI5TkZXWq/BQCRenGqfbzb45lT7KL70/YP49L/tx8vHegDwVlIj\nC0C5rVdekTWKSRCkAC0g0c+n1AKdd3Gqw3bNjZLRCC1KwtmuM4lT5r3lDyjbetkwJL2hU0o9p7lW\nSpbVFkkbKezvyIqrjr4ZEKc6A5GMbPLonRWsRJWCOGWFejYBcnNJ8xIvbNbE365/NIABBceCHow4\nBljY1/SJthE8e6gTogjJ8QFoz1XWgyAIcOUgcAmCmH3I1ksQ85SV9V6YTQJicRFdgz6M+8NSYmSS\noIGeUyAxkiUUiaG23I1rN9fh0Bl+Zl9jdQGu21qHsx1jWL00t2TDm69YgppSNyamwljfVMIFwMwl\nt1y5lJvFypLPymlMhyXRZiBlFOB7GjPZesuLHJINEUhV4R7503lsWVnOWUndBs6N18O/Bjcuyz1k\npKmmUHIHHDihPJZkeFx53FG2sFU5QXWGprGe05gRWy/zN/epVE4nplK3y9/7aiilducqTq0WE1bW\ne9McHNdsqZVsod1Dfoz5QihwWXWFDOlBT2hV8vklyWjrNbCBIIetjPaPTEEURYz5meq2Z2HZRq0W\nM5rri/HWxUTV9GznGCoMzKJOws2NNXDuWVtvTCUN2+NcWH9TgiByhyqnBDFPcdgsWMb0cP2/587h\n+Te78AYTkMSOCNEjTqtL3fj03o3Ye/VylBY50hatDdWF8Dit2NpcnvNus8VswtbmclyzuZbrWZvP\nzFTlNF+jZFgBa7Vqf3wLgoAbWurTbg+EYnjhSDeXEOs2UCEv8thx7ZZaOO0WvP/GlbBnmK+rB/Z1\nPsCEN3EpsTMZiKSiI3NJ6zVk61XpOZ1kEkv19svNRM8pAGxeWZ522/qmUskmGIuL+OxDr+DT/7of\n+4/35vzvAUZ6Tg0EIrEbPBneQ3LkldNgOCa9b60Wk67P4PnGyvrUe+98Z3bzTrlNGQNW6SKPTTXJ\nPElhjpVTgiAWHiROCWIes4cZX3DozAB+/tw5fOe3J/Dz584BMDZKRgm5bbdwkQZGJCn3OqWK5Lg/\nzIkDo+gKRJJVfJ55rQOf/NbL+Plz56Q0UBYjo2QA4LadDdi+Ot122zPk5/ocjVa1339jMx769B5c\nuyU/qY/La4sUK42rl6ZGbAwr9KHmAl+Vy1w51dNzygpYQ7ZelbReHyNa9dob5b3nJkHIy/t6z4Zq\nTpxVFjuxaokXS2RzU/3BKH70h9M426HcimAE3Wm9Vv0OhJwqp0zg0cBoAONMD3eR27YgZ2iyScHn\nspwnzFVODdh6zSYTN/5GiZo5DtIjCGL2IXFKEPOY7asrFS/eLx3twbnOMU6cOnT0nMq5cVuqsnaF\nbBbaYsRkElBdxlp7s6+e6hklw4rTaCyOJ19tQyAUxfNvduGZ1zrSjo8aCEQCEr/Px+5Yi+9+7ip8\nbt8m6fbRyRDfc2o3Xp3I50LcabdgXWN6GvWOtVVSxWx4Iohv/uoovv3osbSZiNnAnR+V34W1p8Zi\nccUNAxZ2kW42YOv1ByN48+wgjl0Y4o6ZnDIuTp2ySnaRx6Yp7PRiMZvw8TvXorG6ANtWVeAL790C\nm9WMJpVE62/8vyN44Gdvoq13Iut/U+RmBWtUThmR2dnvw7cfPYZHX7igeL4iBtwHctixR2O+EMaZ\n8SdFC8zSm6ShqlD6LBkYC2T13mL7sY3YeoHMKdRLKgo07ycI4vKDxClBzGOsFhP+6vY1imNYHn72\nLJe+6srCUnbl2krsXl+NVUu8uHN3Y07P9XIhX32ncR0La5MgcCKTTV9+/nBX2vFG0nrZf9tuNfNj\nG3whTDGVU7dz7u2I8oAumzXR58imAZ+4OILjrcP40R9OZxSKmRAZ96daz6nJJEi2QxF8tVWJqIF5\nj6yt9+DJfvz7b97Cvzx2HC8e6ZZu52y9OnvvnLIqeD7HRiypLMBXPrgNf/2OddLjvm1jNVYvLYbN\nakrrRz7fNY4fPHkq499NDT0bPAA/kunp1zpwvHUYT7/WgcPnhtKOzaVy6nZYpPMaDMfQP5qyoHvd\nC3M8h9ViwjImkOx8l/HqaczApoycTEnS8yHlnSCI2WXuVyQEQWiypqEE//jRKxCNxTHhD+PLP3gN\noUiM64m0W80Z7VFKmE0mfOTW1fl8ugsedgRO73B26ZWA/oW1zWJS7JMb94UhiqIkbEVR5BfWBnq7\nAH4RODYZ4hJi50OaZcuqCvz+QLv0N9+6sgImk4AllR50D/EV7JNtIzjZPqJYbdWL3jElFnPq/ERj\nIrT0jOE5pwo8/OxZbG0uR4HLllXldGUdn4qdq4jPhMthxd+9Z7P0/en2EXzviZNSmFPfyBROXBzG\nhiyCs/hzpH6cWjjYC0e6uJFcAHJ6DwmCAK/HJo06amcSihdq5RRIpJif6UiI0rOdY9i+Wr+LJi6K\nuj/rlKgpc+PI+fRNhCTZXNcIgljYUOWUIBYIFrMJJYUOvGNPeoVz4/LSrAeVEzxVpXwiZ7aIOnoa\nAT4UiSUWFzmxIxc+RmckOu1m2Kf/rXA0jsHxVNXHSFrvTGG1mPCpvRvRWF2A6lIX7tzdACBRrVPi\nDVnStFFY4aO1oOYTe7XDdvjeO+33o9qYJlEE3ro4DFEUs+o5Za2niZ+b3cX96oYS/J9P7MSKulTQ\nzmun+rN6LD19wYC6yFTqUzbaty2HHX9yqS9lWS7KcZbsXLJyCdN32mGscipPqDZq97++pV4KPhMA\nfPKuddL7ccfaKkOPRRDE5QGtZgligXHDtnouKAlQnllKZIfSLEOjiLJqgt4ZjXKmGJuvkRmnSiSr\nPknYynsug+7zSYXXia98cBv++S+vlEZaLFURp8dah7O2iwLQfX7YvtNMoUjcBkKG3rvKYpdqtW1g\nNIBAKCo9R7vNbOicf/bujdLX12yu1f1z+cJqMePdVy+Tvs82+Zq1Xmun9aqI04lQ2mskl8opwDsQ\n2MqpdwFX+JbXFEmCsHvIz/XSZoLvszb+9yxy2/Dlv9iK23YuxcffsQ5bmyvw6bs34l1XNWHfdcsN\nPx5BEAsfEqcEscAwCQI+ePMq3LGrATarCWsairFxee6zJokEZUUOaaE2OhlCKJx5/qgcdj0sCPrH\nYMhh59iyo2ayWVQD/MKaHc0yX2bQKrGy3os1DcWwmE1411VNUsVx3BdGR/9khp9Whw/bUT+OT+yN\nY8wXQlvvhKJd1kjvnckk4KqNNYr3DYwGeEuvgVE/ALCuqRT3fWgbvvyBrXP22VBdmurd7h2Z4nqw\n9cLNotU4SWoV0GgsjkFmNBGQD3GaEqHsS2AhV07tNjPXd3r6kv6kZX5DJrvgrSKPHe982zJpk3Vt\nQwlu3dEw61V/giDmB/N3RUIQhComQcA79jTh9l0NeRt4TySwmE0o8zolS2//6JSqtVSNmM75jID2\nrMUpRpwGw+zYoOxmi6qF4xiZczrbmEwCPr9vMyLROKwWE7qH/Dh4MmETPd0+ioYq5bTYTBjpOU0y\nNB7Eg48cRSQax1/c1JxWlYwYCEQCgOu21mH/W70YmQhh++oKvH46YVUeGAtk1W/KsrRqblNOPU4r\nCt02TPjDiETjGJoISjNR9aJnVjCgLTJ9gQgqUxOJ+LTeLMRpsYoIlYdBLTTWNJTgXFdizumpS6O4\nUqel1oiVnSAIQg/0SUIQCxgSpjNDFTPPMBtrb4wZrZApIETL1hsIRTE0HsD3nziJx15slW7PttKp\nlow5H3pOM5EUEquXpJSGkQqPHL0hLqxV8clX26XK28P/fTbt2AjXz5j5vVngsuGBv7oSD35yF+6+\nJmVhHBgNYDIQ5o5biNQw/du9Q8atvbEce04BIBjinQ/sBoKecyRH7T20kCunQEKcJjndPqI7SEve\nc0oQBJErtLIlCIKQwYYi9WSxqDZSTVALRAKAqWAU//LYcRw81c8lWmabrquWfKkWzjMfWbU0JU7P\nd41ztkIjsC5TLeHDLrhHJtIDdliyqcpZLWYUF9jhLbBLP+MLRDA4lvq3FsLmgRLszOCeYePvIzGe\nW1ovwDsOALk9PrdApNRzEwxbr+cbDdUFsE87MoYnQhgYCyAWj6O1ezztb8gSjVPllCCI/EKfJARB\nEDLqylPjZLqyCHMxUk3QWli/dKxHMUwmm5m2AFDoTl9As7MbFwLlXidKpxNpQ5EYOgeym0Ur6rRe\ns+cnliEQKZd+RpMgcLZXNgl2vgRWGYUNF+sfCWgcqQzXc5pF4jXAzw4G+MppNrbe0iJH2m0Fbqvm\nBsdCwGI2YVV9KrX3VPsofvjUafzzw2/iK//5mmLyMWBsti9BEIQe6JOEIAhCBi9OjYsfIwmWWtWb\nk20jirdna+stVLCHLkTLaCMT3pJtKJLeMSVs2E44ygsdedWWG1OiIZjUYKtyPcyM3fncE6wFK7bl\nwUR6iOtM69Wq/AdkVb9IjsFiJQX2tAAtr3thW3qTrGasvb95+aLU2z08EcL3njip+DPseyBTCBhB\nEIQeSJwSBEHIqClzSQvQwdGA4cTeaFx/5dSuEYikRvaV03QhWphF2M5cs7QytXlwqT+7yqne0CpW\nZI75wtx9E37++1yTYNlz0ceK0wVq660ozlGc6gytUrOrA3ziNZB75dRiNqX1naqNBFporGlIWebZ\nGbsAcKF7HEPj6eeQApEIgsg3hj9JJicn8fGPfxx/8Rd/gX379uHo0aMAgKNHj+Luu+/Ge97zHjz0\n0EPS8Q899BD27t2Lffv24fjx4/l75gRBEDOE1WKWLIkiErP/jGBkweawGRceWVdOFRbxBQtwPiOb\nRHupLx+VU/XjtNKUx2XiNBxhek6zWKizVewQ81gL1dZbVuRAUlIOTwQN9wfrTevV2mAJyDaWjIZW\nKSG39i70pN4ktWVuTaF/tmMs7bZYHkbJEARBsBj+ZP7JT36CnTt34uGHH8YDDzyAr33tawCA++67\nDw8++CB+8Ytf4Pjx4zh9+jROnjyJQ4cO4dFHH8W3vvUt6ViCIIj5Tn0FU51j+v/0wC7YMiUqay0G\n1cg2EElpJImS1Xe+w4726Rr0cenIesmm51TOmC/Efc8lwWZREVd7LbidC7NyarWYJauyKPKzdfXA\n95yqH+e0W1TF61Qwil+/fBE/ePIUxv1hzpqd7bzgMpk4LbpMbL2CIGANEzgm52xnujg10sJAEASh\nB8NXvA996EOw2RIX0Gg0CrvdDp/Ph0gkgvr6egDA7t278eqrr8Jms2HXrl0AgOrqasRiMYyOjqK4\nWP3DjyAIYj7QWF0ozZ282DuBawz8LF851a4mZDPDMltbr9lkgsdp5Sx72fz7c02hywavx4YxX2KG\n5sBoANWl7sw/yMDZerMM25HbfCM5JsGqnYuFWjkFEgFWo5MJET84FkBlsSvDT6SI69xAEAQBBS5r\n2vkAgCPnB6WZsRNTYW7jKJvqNpA+67RhjmfK5pMd66pw8FSi13T10mK8/Yol+NavjgFI9MDH4nFu\nwy1XKztBEIQczRXOo48+ip/+9KfcbQ888ADWrVuHwcFBfOELX8CXv/xl+Hw+eDypKoPb7UZnZyfs\ndju8Xi93u8/nI3FKEMS8p7E6FbrT1mvMOmokwbIoi8ppLj2IhW4bJ06zqdzOB2rL3JIY6RnyGxan\n3CgZzcqpusgcl1VOwzlaRtWq2NnauOcDFV4nzk1X3AZHA0Cj/p/Ve44A9fOUFKZAQlyVFqaEpTWL\n0CqAt5WvayzBxhVlWT3OfGR9Uyn+1wdaEI+LWFZbiFhcRIHLismpCEYnQ3jz7CC2r66Ujg9GUj29\n9iz/ngRBECyaV7y9e/di7969abefPXsWn/vc5/DFL34RLS0t8Pl88PtTPVk+nw+FhYWwWq3c7X6/\nHwUFl88OI0EQly9LKwtgEgTERRG9Q35MBaO6RYKRUTLZpOU6cxGnLit6uO8XpjitKfPgZPsogERP\n8NZmYz+vO61Xw57rD8jCdnK0jKrbehdy5TRlgR0wGIoU11ndBvjzqcXwRGpDIdvK6ZaV5bht51JM\nBaO4621NGYXzQqOJScO2mAXs3lCNpw92AAB+/Icz8HrsWDk9doYNi0vOSSUIgsgFw5/MFy5cwKc+\n9Sk8+OCD2LNnDwDA4/HAarWis7MToijilVdeQUtLC7Zs2YL9+/dDFEX09PQgHo9zlVSCIIj5it1m\nlvpORQCnL41CFEUcOTeIpw6048ylUdWfZQfTZ+rDkgsSrbEYSbK19QJ8giqwMG29AFBbnqqUKs2C\nzYSYB1tvMBzFyEQQz73RiYHRqZwtjuq23oVbOS3nEnuz7znNJE5Zm7ZesukLBhJuiHe+bRnef2Pz\ngrZc6+WazbWS8AxFYvjXx45L6cusOHWQOCUIIg8YvuJ985vfRCQSwT/90z8BAAoLC/Hv//7vuP/+\n+/H5z38esVgMu3fvxoYNGwAALS0tuOeeexCPx3Hffffl99kTBEHMIOuXleDS9BzNY61DmPCH8PCz\n5wAAAoD/+f4tWFGXvuEWNZBgKRckNaUunOsa1/yZXBbEd+xqxMWeCXQN+uF2WLhwoYVEbVlKnPYY\nTFMG9I+SsWuIzEA4hod+/Rba+ybxp8PdXMKulh1YDaUqusNmzhiqNZ8pZ2adDozmUDnNUJ3UWzll\nIRuqPsqKnPj8vk34t8ffwoQ/jKlQFM++3on33bgSQRKnBEHkGcPi9Dvf+Y7i7Rs3bsQjjzySdvu9\n996Le++91/gzIwiCmGM2LivD71+9BADYf7wXB0/2SfeJAP58rFdRnMYMjJKR31/oSU/+LPLYMM6E\nveTSg1hS6MBXPtiCU+2jWFJZAGcOVdi5pIYRp30jU4jG4obmLOodJaPVlzjhD6N9epRN/8gUd581\ni6qc3WqG3WbmqlELvTJXwYjTwfEARFGEoNMGq/ccAUBDZQGO+YYBJKrWbBVbjYX62p8LltUU4UM3\nr8K/PpYYCXjoTD/2Xb8cQWZDhsQ+QRD5YOFuxxIEQcwwjdWFKGJmGLIpvEAiCVRpdmOUGW1iztBz\nKsdqFtJsnDWlbuy9ZhkK3Tbc9bamnIfdWy1mbFxehuKChTsCw2m3SOE2sbiYJjC/9I8AABipSURB\nVA4zwU6fyXaUTO+wesU2237GctmYkoUaWJXE47RKFbVQOMYFFGXCSOX0PdevgN1mhsVswmf2bsz4\n2IJAlT6jbGgqlQLcJqYiONMxJrP1ktgnCCJ3SJwSBEGoYDIJuGNng+r9/mAUrd3pFlwjlVM5Drsl\nre/U7bDg5iuW4tt/sxu3azyfxUZNWSolvtugtVdvP6NWNcgfjKrel20/I1sRBoC6cmMpxPMNQRC4\n6qmRUCQjab0VxS58695d+Nbf7ELzEq/q3NMkLrtFdwWXSGAyCWhprpC+f6t1mGy9BEHkHRKnBEEQ\nGuzZWIP1TaXS9zvWVmL3+mrp+0v9vrSfiRpI6wWAO3Y1AADMJgFv374EHlkfqmuBWztnilz6TvVW\n5bIRmWaTkHWfaK1cnFZ4VI5cOJQx4nRo3IA4NZDWCyQqd26HVZp7qgVZerNj/bIS6euTbSMIhmmU\nDEEQ+YU+nQmCIDSwmE341Ls34GznGKaCUWxaUYo/He4G3krc39mfPgOVtf9mSusFgFt3LEVViQuV\nJS6Ue50ocBpP8F2M5JLYq3uUTBbBRtkk9SaRV07ryxe+OC0tTFmVh8f1J/YaSeuVU+SxS3Nwlcgl\n8Xox01xfDItZQDQmonvIz50jqpwSBJEP6NOZIAgiAyaTgNVLi6XvlzDVrM6B9MopN+dURwXNajHj\nyrVV0vdyMSqvphEJWCFn2NarsyqXTbCRVp9qJtJsvZdD5ZTpo2XnjGaCTVTOZNOV43XbcEnj/lxC\nxRYzdpsZy2uLcKZjDADQOzzF3UcQBJErZOslCIIwSH0F3+soD0Vi55zqsfXKkdt6l1QufIEyE9SU\npoTcwGgAkWhM42geriqncYrss1w5rSh2otybEHON1QWXRdW8lBGnRmy9bO+2UXFapJB6zUK23uxp\nqilSvJ1svQRB5AP6dCYIgjCIy2FFaaEdwxMhxOIiBkYDXMWLFat6bL1pyEY2VpW6sn2qlzV2mxnl\nXgcGx4KIiyJ6h6d0z22dyZ5TaxaCNonZZMLn7tmEty6OYPOKsqwfZz4xF7Zer0c75ZhsvdnTWF2o\neLuD/qYEQeQBqpwSBEFkQTkT8jI8wS+4o7HcKqfsKBoAWYfrLAZqmcReI6FIXBKsVs9pFtWgXGy9\nQCJ59rqtdSgpdGQ+eAFQ5mVtvUGIoqhxdArWHm+4cpphBI+TbL1Z01SjIk6pckoQRB6gFQ9BEEQW\nlBWxCaS8OOV6TrOonF69qVb6+q49jVk8u8VDtn2nentOlQKRijJU5bLpU72ccdktUlhOOBKHL6Bv\n1inXc2rwfSS39RbKE7Cpypc1xQV2xfcA9ZwSBJEP6ApKEASRBWUafXRc5dRgxQdICK7/+b4t+Mvb\n1uDtVyzN/kkuAtiwKDacJRO52HpLCrQrmtZsrNyXMYIgyPpO9Vl7WXFq9H0kF09rG0u470mc5kaT\nzNorCLk7BgiCIAASpwRBEFnBLrblfXSsLTernlMAK+u92LGuKqdwncVARXGqgj04ZmCGpqhPnCrZ\nSTP1M2ZjBb7cyabvNGZwzilLkYs/RzvWVXHfUyBSbjTIxKnDZoag8T4iCILQC616CIIgsqBMoxLE\n23ppwTaTsL2/g2MB3f2McZ1jSgRB4KpsRW5bRmFDGwrp8ONkdIrTHHpOy7xOKVDq1h1LsbLOy90v\nT9gmjCGvnFJSL0EQ+YK2DgmCILJAq+eUD0QioTKTFLissNvMCIVjCIZjmAxEUOjSrmwC8iRY7WPv\n2NWAJ15ph91mxt5rlqGtZ1LzeAf13qWh5TRQg59zavx9dO8718MfjErjeBqrC9HWOwEAWC4Tq4Qx\nGqr5VGyPM/N7jiAIQg8kTgmCILKguMAOs0lALC5iwh9GIBSVKmr8KBmqnM4kgiCgvMiJrkEfgET1\nVJc4ZQpnmeyIN25fghu3L5G+nwpGNY+vYKq5RALW1qu355SrbmfxPhIEgZsT+/E71+I3f76IJRUF\n3KxiwjhuhxV37WnE7w9cgs1iwi07lmT+IYIgCB2QOCUIgsgCk0lARbFTCuEZGA1gaVWimhDjApGo\ncjrTVBQz4nQ0gGU1RZrHi6KY0wzNyhLtubOZ7l+MsE4D3bZendZrvZR7nfir29fm/DhEgtt3NeK2\nnQ0QRePvIYIgCDVo1UQQBJEllcUpEdI/mkqKjeY4SoYwRjkzR1NPKBLblipAOxBJiWqZ+HTaeRsv\n+7ogEhi19YqimHdxSuQfQRBImBIEkVdo1UQQBJElVYxI6RthxCk7AoNsvTMOH4qUWfjkUjUFAG8B\nP0OTtY4CQGUJ2XrlFE73BgPAVCiKkQzV05hs1A8lwRIEQSwOSJwSBEFkCStC+hlxyqWMUuV0xmF7\nPAd0VE7ZXsZsRI+80uoP8D2oDht1zMgRBAENlakQnYs9E5rH59pvShAEQSxMaNVEEASRJaqV0xhV\nTmcT+TiZTOTDLnrjtnoAgCAAH39Hqo9xWW2h2o8sepqYv83FXm1xmsuMU4IgCGLhQtu7BEEQWVJd\n6pa+7hr0IxqLw2I2Uc/pLFNa5IAgJHpJxyZDiERjsFrUx7mIBsbIqHHn7kaUFTlQU+bGmoYSfOjm\nVTjfNYbbdjRk94CLgKbqVFDVM691QABw644GuBzpSxFWnFpInBIEQSwaaNVEEASRJYVuG8qmg14i\n0Tgu9SfmX7KVUwpymXksZhNKChLnQUTmUSWM7jEchpTEabfg+pZ6rGkoAQC8bWMNPnrrGkrq1WB5\nXRHYP/fTr3XgiVfaFI/lrPH0HiIIglg0kDglCILIgRV1qWrQha5xAEAsTpXT2aaimOk7HdW29sbJ\nMjonFLltePt2fh7m4XODXCU7CWe9pvcQQRDEooE+8QmCIHJgeW1KnD7ypws4dmFIZusl8TMbGBkn\nI0+CJWaPd121DG+/IiVQh8aDXL92EjpHBEEQixMSpwRBEDmwtqmUsyr+y2PHuXEmVDmdHYyMkxFz\nHCVDZI/JJODua5Zjy8py6bYTbSNpx8UorZcgCGJRQqsmgiCIHKjwOnHLlUtV73fY1IN5iPxhJLGX\ns/WS7pkTmuu90tfdg/60+6nnlCAIYnFC4pQgCCJH7tzdiJu216fdXuSxweWwzsEzWnywPacZbb1U\nOZ1zqkpTwVH9GWy9JE4JgiAWDyROCYIgcsRiNuGea1dIsy+T1JW5VX6CyDfyyunhc4P41QsX0D+a\nLnzi1M8457Cpxn0K54gXp7RUIQiCWCzQJz5BEESeWNtYwn1fW+6Zo2ey+HA7rHDZE/Myw9E4Hvr1\nW3jmtQ788Pen047lRslQVW5OKC20SxXRcV8YgVCUu596TgmCIBYnJE4JgiDyBDtWBgCKC+xz9EwW\nJ+WMtTdJa884QuEYd5tIo2TmHLPJpDn+J062XoIgiEUJiVOCIIg84bBZuKAXeSWVmFnWLC1Ou00U\ngY6BSe42GlMyP6gsTll7e4f5UCQKRCIIglickDglCILII++/qRlbm8ux79rlqCNb76xyy46l8DjT\nA6ja+3hxGhdJnM4H6ipSPdnyc0SBSARBEIsTy1w/AYIgiMuJ2jI3PnnX+rl+GosSt8OKz9y9EU8d\nuISh8QA6+n0AgPZeDXFKW7RzRmN1ofR1W+8Ed1+U6zmlk0QQBLFYoE98giAI4rKhsboQ975zPd5z\n3QrpNrllNE49p/OCJkacnu8ax998+2U8daAdAPWcEgRBLFZInBIEQRCXHexomeGJIHcfjZKZHxR5\n7CgtTIWG+YNRPP7SRYxOhvi+YBKnBEEQi4asxWlraytaWloQDocBAEePHsXdd9+N97znPXjooYek\n4x566CHs3bsX+/btw/Hjx3N/xgRBEASRAa8nNapkciqCUCSV2MuNkiFxOqesrE8PsTp4so8CkQiC\nIBYpWYlTn8+Hb3zjG7DbUzueX/3qV/Hggw/iF7/4BY4fP47Tp0/j5MmTOHToEB599FF861vfwte+\n9rW8PXGCIAiCUMNkErhRPsPjqeop33NKwmcu2bW+Ku22188MyAKRyORFEASxWDD8iS+KIv7hH/4B\nn/3sZyVx6vP5EA6HUV9fDwDYvXs3Xn31VRw+fBi7du0CAFRXVyMWi2F0dDSPT58gCIIglCkrckhf\ns9Ze6jmdP6xaWszNOwWAvpEpXpya6RwRBEEsFjTTeh999FH89Kc/5W6rqanBLbfcglWrVkm3+Xw+\neDypkQlutxudnZ2w2+3wer3c7T6fD8XF6TYegiAIgsgnpaw4ZSqn0WjKMmqlJNg5xSQI+ORd6/HH\nNzrx5+O9AIBQOIZxf1g6hmy9BEEQiwdNcbp3717s3buXu+3GG2/EY489hsceewxDQ0P46Ec/iu9+\n97vw+1NpiD6fD4WFhbBardztfr8fBQUFef4VCIIgCCKd0sKUOB1ixGmE6We0WEiczjX1FR58+JbV\nuNg7ge7BxJphYGRKup/EKUEQxOLB8FX52WefxcMPP4yHH34YZWVl+OEPfwiPxwOr1YrOzk6IoohX\nXnkFLS0t2LJlC/bv3w9RFNHT04N4PM5VUgmCIAhipqgsdklfn+1MtZREqHI6LyljNhP6xwLS19Rz\nShAEsXjQrJxmQmBSDu+//358/vOfRywWw+7du7FhwwYAQEtLC+655x7E43Hcd999uT1bgiAIgtDJ\nuqYSmE0CYnERrd0T6B+ZQmWJixenVDmdN5QVpXpPucop9ZwSBEEsGnISp88//7z09caNG/HII4+k\nHXPvvffi3nvvzeWfIQiCIAjDFLhs2LCsFEfODwEADp7qx527G0mczlPYHuGJqYj0Ndl6CYIgFg90\nVSYIgiAuW65YUyl9ffjcIAAgGiNxOh9h05VZSJwSBEEsHuiqTBAEQVy2rG8qhWXaFto54MPgWIB6\nTucpxYV2xdtJnBIEQSwe6KpMEARBXLY47RasaSiRvn/r4jCX1kuV0/mD160iTmkDgSAIYtFAn/gE\nQRDEZc3axpQ4PdMxRj2n85Qij03xdpNAlVOCIIjFAl2VCYIgiMuaVUuKpa/PdowizIhTC1Xl5g0W\nswkepzXtdkrrJQiCWDzQVZkgCIK4rKktd0uiZ3Iqgs7+Sek+qpzOL5SqpxbqOSUIglg00FWZIAiC\nuKwxCQIaqwul7zsGfNLXJE7nF153ujilnlOCIIjFA33iEwRBEJc9Zd7UmBJK652/eD3poUjUc0oQ\nBLF4oKsyQRAEcdlTXuRUvJ0qp/OLIgVxSj2nBEEQiwe6KhMEQRCXPWVFDsXbSZzOL5R6Tu1W8xw8\nE4IgCGIuoKsyQRAEcdlT7qXK6UJAydZbpNCHShAEQVye0FWZIAiCuOwp91LldCGgJEQLSZwSBEEs\nGuiqTBAEQVz2uBxWuOyWtNtpzun8wqtg6yVxShAEsXigqzJBEASxKCgpTK+eUuV0fiEPRLJbzdRz\nShAEsYigqzJBEASxKCgpTO9npFEy8wu5EDWbKKmXIAhiMUFXZYIgCGJRUFygIE6pcjqvEef6CRAE\nQRCzCl2VCYIgiEUBidOFhyiSPCUIglhM0FWZIAiCWBSQOF14kDYlCIJYXNBVmSAIglgUlBTwgUgm\nQYDZRJfB+UZTTaH09eqlxXP4TAiCIIjZhq7KBEEQxKJAHohksVDYznzkw7eshsdpRaHLivdev2Ku\nnw5BEAQxi6QPfSMIgiCIyxC5rTcaJc/ofKS2zI0HP7kLgkBzaAmCIBYb9KlPEARBLAocNgsKXFbp\n+zg1NM5brBYTCVOCIIhFCH3yEwRBEIuG7asr5/opEARBEAShAolTgiAIYtFw+84GuOyJjpatzeVz\n/GwIgiAIgmARxHk2RGxwcHKunwJB/P/27i0kqn4P4/gz6ujGGX0zkE1FSYgdocCUHaTmTeWFV5WV\nShFd5IHOIU1GaZSdvSmD6iIig+gkdBEUXVTWWGSElh3ZQuHuJJ1g1kDNNPPfF+09vMPeu/0Kw7uW\n9f3crf9aA78FD7oe1ppZAH5iA4OW/v6Pz/rblL8q/S/u//8BAACQUNnZGf91nXIKAAAAAPjT/K9y\nymO9AAAAAADbUU4BAAAAALajnAIAAAAAbEc5BQAAAADYjnIKAAAAALAd5RQAAAAAYDvKKQAAAADA\ndpRTAAAAAIDthlxOI5GIdu7cqcrKSi1YsEDXr1+XJPX09GjRokWqrKxUW1tb7Pi2tjZVVFRoyZIl\nevDgQcIGBwAAAAD8PFKG+oGLFy8qEono9OnTevfunS5fvixJampqUltbm8aOHauVK1fqyZMnikaj\n6u7u1rlz5/TmzRutXr1a58+fT/hJAAAAAACGtyGXU7/fr7y8PNXU1MgYo61bt8qyLIXDYY0dO1aS\nVFRUpK6uLqWmpmrWrFmSpFGjRikSiejTp0/KyspK7FkAAAAAAIa1H5bTc+fO6eTJk3FrWVlZSktL\n09GjR9Xd3a3NmzertbVVXq83dozH49HAwIDS0tI0YsSIuHXLsiinAAAAAIA4PyynFRUVqqioiFvb\nsGGDSktLJUmFhYV68eKFPB6PgsFg7BjLspSZmSm32x23HgwGlZGR8cOBsrN/vB8AAAAA8PMZ8g8i\nzZgxQzdu3JAkPX36VKNHj5bX65Xb7dbAwICMMfL7/SooKFB+fr5u3bolY4xev36taDQadycVAAAA\nAABJchljzFA+EAqF1NzcrP7+fklSc3OzJk+erN7eXu3atUuRSERFRUVat26dpO+/1tvZ2aloNKrG\nxkbl5+cn/iwAAAAAAMPakMspAAAAAACJNuTHegEAAAAASDTKKQAAAADAdpRTAAAAAIDtfvgqmT9L\nNBpVc3Oznj9/LrfbrZaWFo0bN87usYCYcDisxsZGvX79WqFQSHV1dcrNzZXP51NSUpLy8vLU1NQk\nl8uls2fP6syZM0pJSVFdXV3s1UuAXT58+KD58+frxIkTSkpKIrcYFo4ePapr164pFAqpqqpKhYWF\nZBeOFg6H5fP59OrVKyUnJ2vHjh1KTk4mt3Cs3t5eHThwQO3t7Xr58uUfzuqXL1/U0NCgjx8/yuPx\naM+ePRo5cmRihjIOcOXKFePz+YwxxvT09Ji6ujqbJwLiXbhwwezatcsYY8znz5/N7NmzTW1trbl7\n964xxpht27aZq1evmsHBQVNeXm5CoZAJBAKmvLzcfP361c7R8YsLhUKmvr7ezJs3z/T395uamhpy\nC8e7c+eOqampMcYYEwwGzaFDh/ibC8e7evWqWbt2rTHGGL/fb1atWkVu4VjHjh0z5eXlZvHixcYY\nM6Trg+PHj5tDhw4ZY4y5dOmS2blzZ8LmcsRjvffv31dxcbEkafr06err67N5IiBeWVmZ1qxZI+n7\nnf6UlBQ9fvxYhYWFkqSSkhJ1dXXp4cOHys/Pl9vtltfrVU5Ojp49e2bn6PjF7du3T5WVlcrOzpYk\ncothwe/3a+LEiaqvr1dtba1KS0v16NEjsgtHGz9+vCKRiIwxCgQCcrvd5BaOlZOTo7a2Npl/vbhl\nKNcH9+/fV0lJiSSpuLhYt2/fTthcjiinlmXJ6/XGtpOTkxWNRm2cCIiXnp4uj8cjy7K0du1arVu3\nLi6jHo9HgUBAlmUpIyMjbt2yLDtGBtTR0aGRI0eqqKhIkmSMif0TksgtnOvjx4/q6+vTwYMHtX37\ndm3cuJHswvHS09P16tUrlZWVadu2bVq6dCm5hWPNnTtXycnJse2hZNWyLHk8nrhjE8UR3zn1er0K\nBoOx7Wg0qqQkR/RmIObNmzdatWqVqqurVV5erv3798f2WZalzMzM/8hyMBhUZmamHeMC6ujokMvl\nUldXl54+fSqfz6dPnz7F9pNbOFVWVpZyc3OVkpKi8ePHKy0tTYODg7H9ZBdOdOLECRUXF2v9+vV6\n+/atli1bpm/fvsX2k1s42e+714+ympGREbee6Pw6ogHm5+ers7NTktTT06OJEyfaPBEQ7/3791qx\nYoUaGho0f/58SdLkyZN19+5dSVJnZ6cKCgo0bdo03bt3T6FQSIFAQP39/crLy7NzdPzCTp06pfb2\ndrW3t2vSpEnau3evioqKyC0cb8aMGbp586Yk6d27d/ry5YtmzpxJduFov/32W+xuUmZmpr59+6Yp\nU6aQWwwLf/S6dsKECXHd7d/HJooj7pzOmTNHfr9fS5YskSTt3r3b5omAeEeOHFEgENDhw4d1+PBh\nSdKWLVvU0tKicDis3NxclZWVyeVyadmyZaqqqlI0GtWGDRuUmppq8/TAdy6XSz6fT1u3biW3cLTS\n0lJ1d3dr4cKFikajampq0pgxY8guHG358uVqbGxUdXW1wuGwNm7cqKlTp5JbOJrL5ZKkIV0fVFZW\natOmTaqqqlJqaqpaW1sTN4/5/QPGAAAAAADYwBGP9QIAAAAAfm2UUwAAAACA7SinAAAAAADbUU4B\nAAAAALajnAIAAAAAbEc5BQAAAADYjnIKAAAAALAd5RQAAAAAYLt/AglVm2jN+TuSAAAAAElFTkSu\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1095e5990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pick a short segment\n",
    "pos = 40000\n",
    "frame_length = 1024\n",
    "\n",
    "xw = x[pos:pos+frame_length] * pysptk.blackman(frame_length)\n",
    "\n",
    "plot(xw, linewidth=3.0)\n",
    "xlim(0, frame_length)\n",
    "title(\"a windowed time frame\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# plotting utility\n",
    "def pplot(sp, envelope, title=\"no title\"):\n",
    "    plot(sp, \"b-\", linewidth=2.0, label=\"Original log spectrum 20log|X(w)|\")\n",
    "    plot(20.0/np.log(10)*envelope, \"r-\", linewidth=3.0, label=title)\n",
    "    xlim(0, len(sp))\n",
    "    xlabel(\"frequency bin\")\n",
    "    ylabel(\"log amplitude\")\n",
    "    legend(prop={'size': 20})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spectral parameter estimation and visualize it's spectral envelop estimate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Compute spectrum 20log|X(w)| for a windowed signal\n",
    "sp = 20*np.log10(np.abs(np.fft.rfft(xw)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KNa+naLnG/v27MTc356+/1lOsmF2ey5P/i8DAAGQyGbGxqkyzm9s6rf88PU+o\n1zcxMWXVqnV07NiFwMAA9u7dhYWFJbNnz6dHj14a+9bV/nnzFjFx4neYmJhw+PABzp07TY0aNVm2\nbJXWdEeTJ//AmDETkMlkHDiwh+Dgm4wdO5GOHVVZ2uzunV9++R8vX76ge/de6nldM6tX7yu6dnUm\nISGBhQvT51Vu2rQ5T548Jjz8kdY2lSpVpkCBgshkMnXgCqopjqTlWQWxwcFBxMXF0ratU5btFr4s\nMuX7qrl4i54/z1s0JpdD0aLmyGRK7OyUPHqkh59fHGXK5O7Uz57Vp1s3EwoUUBAc/HYHksjKvn0G\njByZPtjBTz8l8+232Q/udOKEPgMGmNCyZRr//pteO9y2rQmBgfocOxZPnTpvNj2AIAiCILwvCQnx\nxMfHa/RPlRw+fIBFi+Yxd+5CrVFSPxdPnjzGyspa5+BHzs6dMDExYdOmHW/lWOPGjeTq1QCOHvXS\nyrwJn5aXL19gYGCgLunO6H//m83x40c4ePCEOqPp6roGN7d1nDp1UWv9vHr27Cl9+nSjX7+BjBw5\n5o33J/ntt0V4eBxj165DGqN7OzjUZ9iwkQwdOiKbrYVPlY1N1vNhfxGZWCkDaW4O1taqwDVzZjY7\nDx6o1n35Uk+d7XzXpPJnGxtV0JmXTGzmsmMLC2lwJzFCsSAIgvDpePDgPj16dGTBgp81licnJ7Fn\nz04MDAx0zif5uVi69FecnFrw+HG4xnJPzxM8e/aUOnXqZbGl8CU7duwIHTu24ejRQxrLw8Mf4evr\nTZkyZd9ZSW7hwkVwcurIsWOH37gPuSQxMREPj+N0794ry+mphC/PF9EnVgpYLS2V6nlTX73KfUCX\nsbT39m09ChWSv90G6iAFsZ06pfHPP0ZcvZpzB14pSJXOUWJmJuaKFQRBED49lSpVoUqVahw9eoiI\niCdUrlyV5OQkzp49zdOnEYwYMSbbuTU/dV27OnP+/FlGjhxMs2YtsbCw5P79u5w9e5rChYswdOjI\nt3q8T7A4T9Chbdt2bNr0D4sXL+DcuTMUK2bHy5cv8PHxQi5PY9KkH97p8YcP/wYfn5Ps378HZ+fe\nb7y/7ds3Y2JiwtdfD34LrRM+F19EJlYK3iwslFha/pdMbPrbdOvW+3nLpJGJ27VLw8hIyd27ejn2\naY2PV21jaqq7T2wW82sLgiAIwkdJJpOxdOmfDBkynJcvX7J3705OnDiOrW1R5s1bxMCBQz50E9+p\nJk0cWLbdg8/yAAAgAElEQVRsFVWr2nPmzCl27NjGnTu36d69F66um99qNi0v/YmFj5uNTWHWrduI\no2N7bt4MYseObfj5naNBg8b89dd6ateuq7H+2772BQsWYsKEKWzc6PrGc/ZGRUWxfftmvv9+uihz\nFzSITGwu3L+fHriGhuY9iE1JUZUD16ypwCCX77iUia1YUUGZMgpCQvS5f18Pe/us+7RK81ebmmou\nl+aKFZlYQRAE4VNjamqGi8soXFxGfeimfBB16tR7L2XDK1Zoj6wrfLrs7IrrHH1al2HDRjJs2NvN\n6rdr1yHbKYNyy9ramuPHfbJ8/W304xU+TV9UEGthkR7E/pc+sZD3IPbhQxkjRhjj76/PL78kMXRo\nzvOfxcXBs2cyShhFUOp+AENS75HCY0r98gQLw+fIol4iS0uD12U/SiMjlNYF6B5qQyGKUDu4BAaX\nyiGvUBGlpZXoEysIgiAIgiAIwmfjiwhipel0LC1Bqrx5lcup3hIT4elTzT6xufXqFbRrZ0JkpGqb\nsLCst5VFv8Lw0gUMLl1E3+cSL/CnQEoUdIdp0krHsz9ei9f/sfv1f4C8mB1DrBuRTHPMwxqCogJk\nMzeYIAiCIAiCIAjCx+yLCGIzlhNLfWJzW0788KEq4CtRQsGTJzIePpSRkAAZpkvL0uXL+uoAFuDF\niwzHlMsxuHQRI29PjLy9MLhyGZlCVSqcqRr4jeg/Dqf64138yS7YBXLfIqS0a0+KUwdSHFpALuaY\n+5ytW2fImTP6rFiRhBjwThAEQRAEQRA+fl9UEJuxnDi3Qez9+6r1ypZVkD+/jNBQfe7c0aN69Zzn\nW42KUm1rZqYkLk5G9As5hr7e5Du4n3yHD6AX+Tzb7RMNzDCoVoGAhEocDa1AHacCNOthhcK6ABgZ\ngUyGEhmypET0ol7itiSW6FvPGdTwJnbRweiH3UaWnKyxT/1nTzHe5IbxJjcUZuYkd+lGct8BpDZo\nBF/YgA4pKbBgQT7i4mSULq1k9uzknDcSBEEQBEEQBOGD+iKCWGlAo4yZ2Nz2iZUGdSpZUoGpqSqI\nDQ3NXRD76pUMGQr6FvakQdy/OPvuw+rkC53rKmUy0mrWIrV+A9xfNWDKTgdaDS7OgoUp7F9uxPz5\n+RhfIZkG3VKyPN7W9cb4YUDN6QmYNJKDXI5+0A3ubjzP7Q0XaGfohVVqpHp9vbhYjLduwnjrJuSl\nSpM4cChJAwejtC6Qq/fmY/LkiYzr1/Vo2zb30x+dP69PXJzqPli71pD+/VOpUCHn6yoIgiAIgiAI\nwofzRXSOfJPRiaUgtlQppTrAyc00O3r371Hv4DzCKMvfYY4MxxVruWYAq7ApTOKAQUSv28CLm2G8\ncvchfv6vnCvTjzDKYf56apzctllrih19feTVa/Ck52j68i/taoQTddCdhLETSCtTVmNb/fv3MPvf\nbArWqoLZ95PQD72V4zl+LBQK6NvXmAEDTDh3Luf5dCUnTqie4ZiZKUlNlTF7dr531URBEARBEARB\nEN6SLyQTq/rTwoL/kIlVrVeqlEJdHhwZmcW28fHkO7iP/Nu3YHT2NG11rCIvWozkTl1I6dyN1PoN\nQF876JJGEZamxpGCWOn4Wcl6ntjX5xynT1qDhqQ1aEj8rLkYXL5I/n+3kW/vLvRiogGQJSZivMEV\n4w2uJLduS+Lo8aQ6NP+oS40PHDDg5k3V++jjo0+jRrnLxnp4qG7/5cuTcHExxtdXH7lc5yURBEEQ\nBEEQBOEjITKxOXjwQMrEKtTBoRQsAqBUYnj+LGYTxlDQvgIW347G6OxpjX0kmhTgT9lYGnKOCL8g\n4uf/SmrDxllGS7Gxqj/NzVV/5j4Tq/ozq3liNabYkclIq/cVcYuX8uJ6KDF/rCatWnWN7fJ5nsCq\nZxesOjli6OWhntInO6mpsGaNIWFh7yfolcthyRIj9d/Pn89dBBoWJuPOHT2srJS0b5+GjY2ClBQZ\nEREfb7AuCIIgCIIgCMIXFsRaWCixeF2iGxMjQ56LhJ0U1BQtqlQHh/HxoPfoISZLF2PdsDZWXZww\n3rYZvfg49XZKPT3OF2xPT3ayf9Vtfi74B340JCo65yBLCjalDKq19dvJxEp9g7Xkz09y3wFEeZ3m\n1d7DJDt1RJkh82p40Q+rvj2w6tAaI4/j2Qazrq6GzJyZn/nz309p7pEjBoSE6GNrqyr1vnxZn6Sk\nnLeTsrAtW6ZhYKAqF4f08nFBEARBEARBED5OX8Qv9owDO+nrZwzqct42ISF9hGELg3j6s4W559tT\noK49pgvnYXA3TGP9tAoViZs5l5eBwYwtdZDd9MTCxoiCBVXHfPky50yf1N7M5cTZZWKVSkhIUP1/\n5ul/pOA7Lk6GIrtxi2QyUps4ELNxGy/PXyFxsAtKo/Qsp+HlS1j274WVU0uM3I9qBbNKJWzaZAjk\nrt/w23DxouqhwODBqVSpIic5WUZAQM4PCkJCVO376ivVk4xSpVRvjFQ+LgiCIGTN1XUNDg71OXr0\nUK7XPX3a5z207ONx48Z1Ro4cQqtWTWjfvhXHjx/50E0SPiIXLpwnODjoQzcj144cOYiDQ3127Nj2\noZvyRnbs2Jrr765PiYNDfYYO7f+hm/FefRFBbMZyYsh9ea5cDklJ0JgzFP5pPJ1HlGULX1P/lSey\nDAGcwtyCxEHDiDrqSdTpiySOn4iiiK06YLW2VqqzqbkJYtP7xKLeHrLPxCYmglIpw9hYqVWlrK+v\nCsIB4uJ0bJyJUgmKMmWJW7yUl34BJA4boRnMXvHH8us+WLVtjtHx9GDWz0+f0FDVwe/e1ctVpvtN\nPX6sek9Kl1ao+8LmZnAnac7ewoVVbU8PYr+Ij4QgCMJ7U6dOPYYNG0nJkqU/dFPeG4VCwY8/fk9w\ncBBt2jjSrZszlSpV+dDNEj4Se/fuYsqU8UTmMNXix0j2EY+R8qX70q7NZz+wk1yuCgplMqU6KNQc\n3ElHaaxSif71axju2kso+yjPHdiSaRWZjNTmLUnq05/kDp3B2FhrN1KQbG0NBQrkPoiVAk0pE2tm\nBvr6ShISZCQnQz4dlbpZlRJLzM1Vc9XGxsrUmWhd0tKgY0cTDAzg0KEEFHbFiVu0hIQJUzD+cxnG\nm9yQva7XNbwagOXAPqTWrE3C99PYsKebej8pKTLCw2WULJlzP9o3ER6uCjrt7JQYGspZv14VxE6a\nlP120nWQrkvp0qog9t49EcQKgiC8TbVr16V27bofuhnv1cuXL3nxIpIaNWoxY8bsD90c4SPz8qXu\n6RYFQci9z/4Xe8ZBkvRen63OTOzrwNVk4VysG9WhQOumWK1eogpgMwihIr9YzufllSCid+wj2bm3\nzgBWLodo1YC/WFoq36icWCZLz8ZmlT2WBnXKXEosybFf7GtHjxpw5Yo+Fy/qa4zCrChajPj5v/Ly\n4lUSRo1FmeGcDQOvYPl1H6bvbUwnDlKmtCojeudO7m+ve/dkdOqkGiE4L8LDVW20s1PQoIHquBcu\n6Oc4BlXmIFb0iRUEQRDeltRU1ZzulpZWH7glwsdMmYsBMwVB0O29Z2JTU1OZNm0a4eHh6OvrM2/e\nPPT19Zk2bRp6enpUqFCB2bNnv7WUeMZBnSRSEJvwJAajgx4YeZ3AyMsD/SePde4jRmaB4dfOPG0/\ngMr9W1FAX8mwYvE5HFdV3mthocTAgP9UTpy5zZGRqiC2SBHtL72cMrFmZtK+sz/2+vWG6v9/8ECG\njY3m/hRFbImft5CEcRMxWbkcY7d16sxsXeVlDtKFsNi6jOdnwu60omXL7I8n+fdfQy5cMOD336FZ\ns8RcbZOaCk+fqrLstrZKDA1VDwyio2VERUGBAllvqx3Eij6xgiAI74Kr6xrc3NaxYMFiHBxaAKr+\nW+3bd6Jz526sWbOSkJBgDAwM+OqrBowe/S22tkU19vHo0UPWr1/LxYt+xMfHUayYHe3adaRfv68x\nMND8KXP1agDbt2/hxo2rxMTEkD+/MZUrV2HgwKHUqVNPY934+Dg2bvyHkyc9iIx8jqWlFU2aNMPF\nZRTW1tbq9ebPn8OxY4f5++8N/O9/s3n8+DGVKlVi9er1WucrrQtw6pQ3Dg71qV27Ln/88Rc9e3am\naNFiODl15K+//iQpKYmuXXswbtxEAC5fvsimTf9w8+YNFAoF5cpVoG/fAbRo0VrrOKdP+7B58wbu\n3AnF3NyCLl26Y29fg0mTxjJjxmzat++kfq/Ll6/AP/9s1dj+yJGDLFw4l/HjJ9O7dz/18hcvIvnn\nn3WcOeNLdPQrCha0oVWrNgwe7IJJhifl0nkeOeLFmjV/4uvrTVxcHGXKlGXQoKE0b95K43hJSUls\n2bIBT093nj17irV1QRo1asywYaOwsrLi2LHDzJ8/h0GDhjFixGitbTt3dqR8+QqsXu2q9V5kFBDg\nz9atG7lx4xpyuZwyZcoyYMBgmjZtrrFeSEgwbm5/ExgYQHJyEiVLlqJrV2e6dXPWWK9nz84ULlyE\nyZOnsmzZYoKDgzA3t6BZsxa4uHyDhTRiKJCQkMC6das5f/4sERERmJqaUqNGTQYPdqFixcoAjBs3\nksDAKwDMmPE9AKdOXVRfj7lzF3Lw4D4CAvwpUKAgf/zxFwsW/Exg4BWOHTuJqamZ+nhPnjymd++u\nNG3anIULfwPSP2/btu3hwIE9HD9+lPj4OCpUqMSECd9RsWIltm3bxL59u3n1KorSpcsyZsy3ua6W\nUCjkuLmt48CBvURHv6Js2fIMGDBI6x5NS0tjz56deHgc58GDeyQnJ1OwYCEaNmzM8OGjsbJKf8Dz\n6NFD1qxZSVDQdaKiXr5erwlDhw6nQIGC/+m6qd5Xb/VnxMLCkm7dnDE0NNJaLzteXh7s2LGVO3dC\n0dPTo3LlagwePEzju0S6DkOHjqBixUps2OBKWNgdTExMadq0Od98MxZLSyvS0tLo2rUdRkb52LtX\nu4/84sULOHBgL3//vYHKlavm+XwzS0lJYfv2zbi7H+Xx43CMjY2pUaMWgwcPp3Ll9O4N/v6XmDBh\nNFOn/khKSirbt2/m5csXFC9ekj59+qu/SzLKy3fVu/Leg1gfHx/kcjnbt2/n7NmzLF26lLS0NCZP\nnkz9+vWZPXs2np6etGnT5q0cT8o8WlgokcVEY3DpIsPuXWIyZ3CYdAZ9RZrO7RSmZjxv1JERHv25\nV741nksU6CcByNRZz+yklxKrgqTclhMrFOnlxGbp31NIn/Ws+sVmNb2ORAqINabZySQ4WI8zZ9Jv\nifv39ahbV/dIUMoiRYifu4CEsRMw+XMZ+f5xRT9FFcyWfXGZw3Ti7tJ6GBWbTEq79jlOvnr9uup1\nPz99Xr7MPgCVPHkiQ6mUUbSoAsPXsbetrYLoaH0iIvQoUEB32xWK9PdRuj62tkry5VMSGalHXJzm\ney8IgiC8ucwPp0NCbuLhcZwaNWrRo0cvbty4hpeXB8HBN9m8eSeGr7/YQ0KCmTDhG1JSUmnevCW2\ntkUJCPBn7dqVBAb68+uvy9B7XWp16pQ3P/00lQIFCtK8eStMTEwJC7vN+fNnuXLlMn//vZEKFSoC\nEBcXx5gxLty9G0a9el/RsmUbwsMfcfDgXvz8zvLXX+spWLCQRpunTp1E1ar2NGjQCGNj3aVPzZq1\nwNzcnJ07t1OqVGlat3ZUB+UymYy7d8NYuvRXnJw6kpqaSvXqNQA4eHAfv/46nwIFCtCmTTuMjU04\ndcqbmTOnMXLkGAYOHKo+xr59u1myZBFWVta0a9cRuTyNTZv+oVy5Crl677N6LSIigjFjXIiMfE6T\nJs0oXboMt26FsHXrRi5e9GPVqnXkz59fY/tJk8YSHR1N69aOJCYm4O5+jJkzp7FkyR/Ur98QUAWh\no0cP4/btUKpUqUbjxg6Ehz9k795dBAZeYfXq9bRo0Zrff/8VD4/jWkGsr683SUmJOn9MZ3T8+BEW\nLPgZY2NjmjZtjqWlFSdPejB9+ndMnz6LDh06A3Du3Bl+/PF7jIyMaNasJdbWBTh//ixLlizi1q1g\nfvjhR433JzLyOd9++w1FixbD2bkPN25cY8+enVy5cpk1a9wwfl2dNmvWNPz8ztGkiQPNm7fixYtI\nPD3duXDhPK6umylZshQdO3ZBJpMREOBP69aOlCpVWuMcli1bTKFChenVqx+PH4dTrJhdnq6hZNas\nacTGxtK2rRNPn0bg7e3Jd9+Np3FjB86dO0PLlq1JTk7m+PEj/PDDJLZt20OhQoV07F3T1q2biI+P\nw9GxPXp6+nh7ezBz5jSmTJmmEVjNmTMDH5+T1KxZmy5depCSksKFC+fYv38PISE3+fvvjQBERUUx\nYcJoYmJiaNmyNQULFuLOnVD27dvFlSuXcHPbpn5QlZfrlvHz5OTUicTEBDZuXK/xECAn69b9xYYN\nrhQtWoyOHbsAcPKkB5MmjeXHH+fg6NheY/0zZ06xYYMrjRs7ULfuV1y4cI5Dh/Zx714Yq1e7YmBg\nQKtWjuzbt4vAwABq1qyl3jYtLQ0fHy9KlCipDmDzcr6ZJScnM2nSWK5dC6Rs2fJ0796TyMhITp3y\n4fz5s8ybt0jrwc7evbu5ffsWrVs7YmFhga+vNwsW/MyTJ48ZNmykzvc2p++qd+m9B7FlypRBLpej\nVCqJjY3F0NCQwMBA6tevD0CzZs04c+bMmwWxKSnoPXqI/r0wCh8OYgtBNLwbSMEKN5Eplah7bmaK\ncRSWVqS0ak1ylx6ktGrDlSBTDnqYUttMDiSQL5+qb2pysozUVNSBky6Zg6TcBrHx8aoMrqmp5gBN\n6eXEWW2n2q+JSdZ9YiH7INbNTXVCBgZK0tJk6jlys6MsUoT4eQvZUWoyUTNWMEbvL/IpVMFsmeeX\nYEh/0sqWI/GbcST17pdlvfPVq6pjyeUyPD0N6NVL98OFjB4/Vm1TrFj6ORcpoiQkRDU1UtWqureL\niVEdx9xciTRelZ4elCypIDRUn/v39ahWLbthnAVBEHQzXrUCk8ULNaZc+9goTM1I+H46iWPGf9B2\nhIXdYcyYCfTr97V62eTJ47l48Tz+/pdo0KARSqWS+fNnk5aWxl9/uaqzWQArVixlx46t7N+/h+7d\newKwevUKzM3NWb9+i0YmdevWjaxevQIvrxPqIHbNmpXcvRvGlClT6datp3rd06d9mT59CsuXL2Hu\n3IUaba5evRb/+98v2Z6Xg0MLKlSoxM6d2ylZsjRDh45Qv6ZUKomOfsXEid/j7NxbvfzZs6csXfor\npUuXYeXKders3ogRo5k4cQzr1v1FkybNKFu2HNHRr1i5cjk2NoX566/1FC5cBIDOnbsxbtxI3sSS\nJQt58SKSX35ZSqNGTdTLd+3azvLlS1i/fi1jxnyrsY2+vj6bN/9Lvnyq4LZu3frMnTuTQ4cOqIPY\nzZvduH07lN69+zN+fPqgFZs2ubF27UoOHdpH7979ad68JceOHSYo6DpVq9qr1ztx4iiGhka0atU2\ny7bHxMSwdOmvWFlZsXLlOooXLwHAoEFDGTKkP6tW/UG7dh1ITU1l/vw5mJubs2bNBmxtbQH45ptx\nzJo1nYMH9+Hg0EJ9/kqlkoiIJzRt2pwFCxarA8Zly35j9+5/2bZtE8OGjSQs7DZ+fudo376TRj/o\nxo2bMnPmNA4d2s+YMd/Svn0nHj8OJyDAnzZtHLUCCQMDQ1atWkc+XQOg5EFcXBxublvVQdvPP/+E\nh8dxfH292bJlp/oBja1tUdavX8vp094an4Os3+do1qz5R/1Z/PrrwYwaNZSVK5fTpk07zMzMuH79\nGj4+J3F0bM/MmXPV28rlcoYN+5rg4Js8evSQ4sVL4OWlysxnrB4AWLr0V/bu3cXFi340atSEpKSk\nXF+32NhYVq5cRuHCRViz5h8KFbIBoFevfowbN4LcCAq6zoYNrtSpU49ff12mvh7Dho1k5MihLF68\ngK++aqSRUb51K5h58xaps5HDh3/DsGEDuH79Kg8e3KNkydK0a9eefft24eXlrhHEXrp0gejoaHr2\n7AuQp/PVZdu2TVy7FkiHDp2ZOvUn9YO+W7eCGTNmOPPn/8zu3QcxMUnPfoWGhjBv3iJ1FcXgwcP5\n5puhbNy4HkfH9hQvXiJP31Xv2nvvAGhiYkJ4eDhOTk7MmjWLgQMHavQJMDExITaHmlfjNSsxWfYb\nJr/Mx3TuLMwmj8diUD+sOralQL3qFCpZmIINa2PV1xn7TTPpzzbKJgZpjCgsSa1Zm/hJ3xF10J0X\nN8OIXfMPKR1VAzVJ0+tIgaFMlp7plKazyYoUxEqly7kNYjP3h5XkNKJyTuXEuekT6++vipq7dFEF\nkA8e5L609k6CHZNZyuyvgwnvNYYk0r98DcLuYP7DJArWrYbJL/ORPXumse2zZzKePEm/FY8fz92z\nlYz9YSVSqfXTp1m3PXMpsUT0ixUE4U0Zr17xUQewAHrxcRivXvGhm0H+/Pnp1auvxrKGDRsBEBHx\nBFBNU3P3bhidOnXVCGBB9QPR0NCQI0cOAKpg45tvxvPTT3M1AliAWrXqAPDq9ZPgtLQ0jh07TNmy\n5bR+uDdt2gx7+xr4+HiRkOkf+xYtNEtks5JdX0eZTKa1n+PHj5Kamsrw4Zrlqfny5cPFZRQKhYJj\nx1RTgpw9e5qkpER69uyrDmABqla1x8mpY67ap0tkZCTnz5+lYcPGWj+Me/TojY1NYZ3Tkjg791YH\nsAANG6q2ffo0Qr3Mw+M4pqZmfPPNOI1te/bsQ//+gyhTpiyAOog5ceK4ep2oqCguXDhP48ZNMcum\nTOr8+TPEx8fTs2c/dQALqn7J48dPpn//QSQkJHD6tA/R0a/o12+gOjAA1XUZNWosoCq1zkhPT4+x\nYydoZDxHjPiG/PmNcXc/BoBCIf2GuEdCQnrJnoNDC3buPKB17llp2LDxGwewAB06dNbIOtrbqzL+\nbdq006gwqFKlGqDKwueGo2N7jc+irW1RevXqS1JSIqdOeQNQpEgRfvxxDsOHf6Oxrb6+PtWr1wQg\nKuolkP5ZCQ4OQpFhHsiRI8ewf/8x9b2Ym+sm3Z/nzqnuhV69+qoDWIDKlavg5JR9Nl9y+LDqe2XM\nmAka18PCwpKvvx5EUlISXl4nNLaxsyuuUU5rYGBA3bpfAenvr719DYoVs8Pb21PjfKV9tW3rlOvz\nzXyfZnTkyEHy5zdm4sTv1QEsQMWKlenRoxdxcbH4+JzU2KZ69Zoa3QCsra0ZOHAocrlc3b68fFe9\na+89E+vm5oaDgwOTJk0iIiKCQYMGkZaWnnWLj4/XeFN0MZs5/T8dW6mnR1q16lyzaMwvZ5pj07Mx\ns1dlPeiC9G9XxnGbTE2VxMTIiI+XqUc51kUKYqVAKbdBrK7+sJD7gZ2yKieWRmbO7vmANF1NkyZy\n9uwxzFMwJwWNJuWKoBy2iLI7f+Rb/uAHi7/Qi1GNcKX34gWmS37B5I/fSW7fiaRBQ0lt2ozr11UZ\n4JIlFTx4oIenp0GWozBnlHFkYomtreJ1e7JuuzS9jjTYlkT0ixUE4U0ljh7/SWRiE0d/2CwsQJEi\nRbX6s0o/uqWBkUJCbgKqPnOurmu09mFsbMzt26GA6sdds2YtAFUQHBZ2h/DwR9y7F4a//yVA1Z8P\n4MGD+yQlJSKXy3XuNyUlBYVCQVjYbfWPf4CiRe3e5JQBVaYtc5mydJ4XL15Qn48kMVE1ToS0/M6d\n2wBUqaJdblS7dl0OHtz3n9p161YwANHR0TrfE0NDQ54/f0ZkZKRG2WmJEiU11pMCzZQU1TVMSkoi\nPPwRtWrVUZeIS4yNjRmd4V6sU6cehQsXwcvrBOPHT0JPTw8vL3cUCgVOTh2ybf/t27cAsLevrvVa\nq1bp1X0hIarzDA6+qfM89fT0CA29pbGsYMFCGoExqO7VEiVKcvv2LZKTkylfvgL29tW5fv0aXbq0\no3btujRs2JgmTZpp9fHOTtGixXK9bnbs7Ipr/F0qeS5WTHP/Rq9L0qTPXE6kIDQjKRCW7lEbm8I4\nOXUkLS2NkJBgHjy4R3j4I0JDQ7h8+SKAOoBr0aINbm7r2LNnJ56e7jRo0IgGDZrQqFETrK3T+5bl\n5rrduhXyuh2q6yeV5WZkb1+d/ft353ie0vG8vT215rh+/lyVjMl8n2T+LID25wFUDwLc3NYREOBP\nnTr1SE1NxdfXm2rVqquv23+5TyUJCfE8efKYGjVqqa97RtWr12Tbts1a3zXSw76MpGt7507o63bl\n/F2VVbvetvcexFpaWqr/0bKwsCAtLY2qVaty4cIFvvrqK3x9fWnUqNEbH0detBjyUqW5llaVvy/V\npXSXqrgsqwBmZlzaa8COM8Z0S0sFkrLcR+ZMLKRnOlWZz6yDWCnYzHsmVvWnFHRK3jQTm1M5cUoK\nPH8uQ09PSf36qn/k8xLERkSo9lu0qJJ8+cCwpC3THyyi5e4JVPPbiPGaVeg/fACALDWV/Af2kv/A\nXuSly2BTvB+VGEizdmU5c0afoCB9zp/Xp3nz7Cea1ZWJtbVVarRHl6wzsWKuWEEQ3kzimPEfvEz3\nU2FkpN0nR8p0SYnMuDjVk1c/v3P4+Z3Lcv3ExESMjY25c+c2y5YtJiDAH1BlQsqUKUuVKtV49Oih\nOusj7ff+/Xu4ua3T2T6ZTEaM9I/ya28jQ6ZrH1J7svpxnbEt8a8fkOjqk5uxtDGvpDbcuHGNGzeu\nZdOOaI0gNvNAOenZSul3h6rdplk9Zc/E0bE9mze74e9/iXr1vuL48aNYWlqpM7xZkar4cjqOdJ6e\nnu46X5fJZMTFaV73jNm8jAoWLEhoqJL4+Djy5cvH77+vZOvWjbi7H+X8+bOcP3+WZct+o169r5g6\n9adcBbMZs9pvQlfwAtrXK68yD7QEqAf8SkxMr1zYt283bm7rePEiEgBzcwuqVbOnVKkyBAVdV38W\nCxUqxN9/b2TDBldOn/bB3f0Y7u7HMDQ0pH37Tkyc+D2GhoZ5um7SvWCiowubhYVlrs5TOt7mzW5Z\nHiyU/wIAACAASURBVE+6tyXZv7fpvzmlINbT0506deq9riKIU2dhMx4/L/epJP51Ziur/r/S/Zyc\nrBkD2dho3+fS9Y6Li9doV3bfVTlV1L4t7z2IHTJkCDNmzGDAgAGkpqYyZcoUqlWrxsyZM0lNTaVc\nuXI4OTllu4+EsRNAXx+lkRHKfPlQWliiKFQIZcFCKGwKIy9REl4PPLDtFyPWXMrHlArJYKZ6CiL1\ng0xOzr6t6UFs+jLpuzGnwZ2kQCmvQWxcXPblxFkP7CQFsbr3m1M5cURE+iBJ0pyp4eEy0tLAIBd3\niVQOLAWRZcuqsqqhEZaUHTmGxGEjyXdoP8Z//4XhRT/1dvr37tLq3gKCWcCzo7XwLuTMXLpxN6wc\nzZvrPJSa1CdWMxObcxCbub+yRNrPkyciEysIgvAxkAK1jIPyZCUhIZ5Jk8aSkBDPuHETqV+/ASVL\nlsbAwICgoOucOHFMa79OTh358cc576z9uSW1Z8eO/Tlm4sxfP+WWgoOMoqJ0D5whlbpmlJSk+QNW\nCnqGDBmOi8uonBudS9K5ZS7NlkgPICTt23di82Y3vLxOULx4CW7evEGPHr20svbaxzHO8jipqanI\nZDIMDAzU6y1fvlprtOqsJGfxgzEuLhaZTKYOjIyNjXFxGYWLyygePnzAhQvnOXHiGJcuXWDWrOms\nXeuWq+NlJj0YyHwdM1/D90EKYjKKjHwOpAeIXl4eLFmyiPLlK/Ddd9OpVKkyNjaFAfjtt4UEBV3X\n2L5o0WJMmzYTheJHgoOD8PM7x5EjBzlwYC9mZuaMHj0+T9dN+ozExWlXxGQMtLNjbGyMvr4+np5n\n0M9hcNK8kgZv8vE5yZQp0/D0PIG+vj6tWztqHB/ydp9KpOA9MvKZztelIDNzQK/rPpeut5WVdI/n\n/rvqXfsgfWKXLVvGli1b2LFjBx07dqR06dJs2rSJ7du3M3/+/Byn14mfPY/4n+aQ8MMMEidMIWno\ncFI6dyO1cVPkFSqqA1jQXZ6bL5/q/5OTsz/O66x4NpnYrEkZUyl4tbBQDQoVGysjJZuKDam9ee8T\nq9m+zHIKoqWAsGhRJfnzq8py5XKZusQ4J1I5sVTOKwXC6sGhDAxI7ubMq8MneOl9joTho1Bk+vAU\nfhRA74CZXKc6w+ZXwWz6dxgdPogsi0nBdWViCxeW+sTmXE6cORMrBbXStEyCIAjCh1W+vGq03Zs3\ng7ReS0tLY8WKpeze/S+gmvIhKuolPXr0pk+fAZQtW14d+Ny7d1dj25IlS2FoaERwsPZ+AXbs2Iqb\n2zpiXneHedeyO8+HDx/w55/LOHPmFACVK6vK+65fv6q1rlTql5GBgQFJSdpT14WHP9L4uzSycVbv\niavrGjZvdtPoApYbZmZm2NgUJjT0lta2qampdOniyOTJ6f1FS5YsRZUq1Th79rT6nNu1y76UOGP7\nMwdIoBrYq02bpgQGXqF8edXAXrrOMyYmmuXLl+DuflRj+cOHD9QZcElSUhK3b4dSoUIlDAwMCA29\nxcqVy7lxQ3X8EiVK4uzcm1Wr1mFnV4Lg4CD1+ed1GklDQ0OUSqXWdcx8Dd+HoKAbWsuuX1dl7itV\nUvWVlR4YzZ49n6ZNm6kDWEj/LEqZ2NOnff7P3nkGOFGubfiaSbK90XsRFKSJINgAUUARxI4IYsPe\nG/Zy1KMez/nsYldEBBQREUUsKKJ0kI50kKUvLOyyvSWZ78fLm5kkM0kWZGHxvf4EksxkMplk5577\nee6HV175H8XFRei6Ttu27Rk27GbefvtDQIzMgsjHZ+jnJsuI5bJW1q4N/47YcfzxrfD5fIEy+9D3\n++67I1i+PHz9sdK3bz/y8vazePEfzJkzi65dTwuqpDiY41SSnJxCgwYN2bp1SyAHwIqsVJG96BL7\nz1b8zsigtcr8Vh1ujvm6SXmRypoIL53YSGISTCc2uCdW3EZzYkODnXTdFElObio4BztFWzZaOXE0\nESvdx4YNhSBs2jREhEbA7zedTxmsVLu2uJWC0YqvbTuK/vMS+1auZ9eIMXzFZZQRXIJRK38LiSM/\nIH3YUGq1aUGNc7qR8uB9JIz5BPeKZVBeHuiJtaYTmz2x0cuJQ3tiZY9zpM9HoVAoFFXHySd3pkGD\nhkyd+k3gRFkyduwnTJjwWaB3LC5OlOnmhFz4zMrKYtQocUIsRUR8fDy9e59LZuZmxo8fG/T8JUsW\n8fbbb/DDD9/FXHp4qPTt2x9d1/ngg3eCtt/r9fLaay/xxRfjAoK6W7ce1KxZk6+//pItWzIDz92y\nJZNvv50Utu5mzY5j584dbN78V+C+rKxd/PTT1KDnNWzYiI4dOzF//lx++2160GM//jiVTz75iIUL\n50d1RJ3eX2FhQeBzkHz55eeUlpbSpctpQfeff/4F7Nu3l/Hjx9K4cZOgpGInevQ4m4SERL78cnxQ\nSFF+fh7ffDOJ5ORk2rXrwFlnnUNycjLjxo1m24E2J8k777zJxInjw8RhRUU577//duD/hmEE5vzK\n0SsVFWIm5+jRweXphYWFFBbmU7NmrcC+k7fl5RVR3xeIzxBgzpyZgfvKysr4/PMxMS3/d/Ljj1OD\n9s+WLZl8/fVEMjJq0K3bWYBZMh/6Xfzhh+9YvnwpmqYFvotbtmQyefJEJk8OLk/dtWsnQKAEu2fP\nXjF/bmec0Y2MjBpMnPhF0HO3bMmMuWdchoy9+earQUFdxcVFvPLKi3z22acYxsFPsujduy8ul4t3\n3nmD0tKSsHE9B3OcWunf/0LKysoYMeIVfD6zPW/durV89dUXpKamBT4vycyZM4KE/759exk9+mMS\nE5MCyeCV+a063FR5OXFVIy/6WbMEZDtKNCdWVqQcjBNrV7Jas6bB3r1CREmxF4osI69sT6zcVqdy\n4mgiVrqaUhA2a2awcGFsCcU5ORoVFRoZGUZA8EsRu3dvhOUTE1nb7lIGcjVdT9jHL/d+xf6xP5Ex\n/2fSMMtVNMPAvWolbkuPjhEXx0/lJ7FK70DTL1rgb90K7/GtqFe3GSBErN8vLh7Yba91n0iihWcp\nFAqFIpixYz8JpHiGMnDglYc8+F7XdZ588lmGD7+Hu+66me7de9KwYSPWrVvDkiWLaNiwUSD1tWPH\nTtSv35CffvqevLz9tGx5Anv27Gb27JnEx8ejaVqQK3HnnfexcuUK3n77DWbPnkmbNu3Ys2c3M2fO\nwOPx8Nhj/zqkba8MjRs34Y477uGtt17nmmsG0b17T1JSUlmwYC5btmTSrVuPgBsZHx/PE088y6OP\nPsAtt1zH2Wf3RtM0fvttOh5PXFiJ6YUXXsLrr7/E3XffSp8+fSkvL2PGjOm0bHk8y5cvDXruww8/\nwZ133sxTTz3K6aefyXHHtWDr1i3MmzeH9PR0hg9/9KDe37XX3sC8eXP49NOPWbZsCW3atGPr1kzm\nzZtD27btGTRoSNDz+/Tpy1tvvUZW1q6YS5vT0tJ44IGHefHFf3PDDUPp0aMniYmJzJgxndzcHF54\n4f9wu92kpKTwyCNP8uyzT3LDDUM566yzqVWrNkuXLmHt2tW0adOOIUOuCVq32+3mhx++Y8OGdbRt\n255Vq/5k1aqVdO7cNTDeqW3b9vTs2Yvff/+VG24YSqdOXfD5vMyc+Rv5+fk8+uhTgfVJZ3L06JFs\n2LAuaAyTHRdccBGTJk3gjTdeYdWqP0lLS2f27N9JSUklISExYhr2301GRg1uvvk6zj23L6Wlpfz2\n23QqKsp59tkXAiFRffv2Y/r0aTz++IP06dOXpKQkVq9exfLlS6lRoya5uTnk5Ynv4kUXXcaUKZN5\n990RLF26mBYtjic3N4cZM34hMTGJa665HqBSn1tiYiKPPPIETz75CDfffB3nnNMbwzD47bfpZGTU\nCHPV7ejcuQsDBw5m4sTxXH31IM44oxseTxwzZ84gO3sPl1wy0DYIKVZq1KhB166nMX/+XBITkwKh\ndJKDOU6tXHXVtSxYMI9p035k48aNdO7chZycfcya9TuaBk899VxYz3B8fAL33XcH55zTm8TEZGbN\nmsH+/ft56KHHAyFblfmtOtwc8yK2vFwIEo8nvJw4mhNrN3u1suXEVhEbTYhCdCfWSYQeuhMrXc1g\nJzaWkCMz1Mm8IhWTiMXcF+7a6ZQNGkJmh6H06elhSKPfeHfgNDyzZ+JetgTNFxzypJWX05VFdPUv\ngucs7zMujtX6CayqOBHX0y2I69gKb+s2+Fq1Dly9cConjuXzUSgUCoVZDrlt29Ywl8AwDDRNC4xq\n0DQt5vJJu+eedNLJfPjhaEaPHsnixX8wd+5s6tatxxVXDOaaa24IjNNJSEjg9dff5t1332TFiuUs\nW7aU+vXr07dvf66//kYeeuheVq5cRmlpKQkJCWRkZPDBB58wZswoZs6cwerVf5KRUYPu3Xty/fU3\n0bLl8RG362CItI4rrxxK06bNGT9+HL///is+n5/GjRtz9933c9llg4LGZJx66umMGPEBH3zwDr/+\n+jNJSclceukVpKam8m7I+KTLLx+E3+/n66+/5NtvJ1G3bn2uvfYGTjmlCzfeGHwS3LRpM0aOHMMn\nn3zE/PlzWbz4D2rVqkPfvv0ZNuzmoB64yuyTxMRE3nnnQz75ZCQzZkxn1aqV1KhRk8svv5Jbbrk9\nzN1NS0ujc+cuLFw4v1InxP36DaBOnbqMGfMJv/02HZ/PR6tWJ/LYY//i9NPPDDzvnHP6UKdOPcaO\nHcX8+XMpLS2lQYNGXH/9TQwZcg0JCcHhSgkJibzyypuMGPEqkyd/Re3adbjhhlu45pphQfvgqaf+\nzYkntuHnn39kypTJ6LpG69ZtePDBxzjzzO6B5/XufR7z589h7tzZfP31RPr1GxBxfx5//Am8/PIb\nfPzxB/z668+kpKTQo8c53HbbXQwceGHQck7r+TuOYTHe5Q7WrVvL999PoaSkmDZt2nHzzbcHpRaf\ncUZ3nnnmP4wbN5qffvqBhIQEGjVqzPDhj9CuXQduuOFq5s+fS58+fUlNTeWttz5g9OiP+eOP+Sxe\nvIiUlBTOPLM7w4bdQvPmxwXWW5nPrXv3nrzxxrt8/PEHTJ/+M4mJCVx00WWceGJbnnnm8Zje7733\nDqdNm7Z8/fWXTJv2Ay6Xm6ZNm3HzzbfHPM4q0n4/77x+zJ8/lx49zrIN9KrscWolLi6O119/h88/\nH8PPP//IN998RWpqKj16nMXVVw8LzMu20r//AGrXrsNXX00gPz+fVq1a8/jjz3DaacGBu5X5rTqc\naEZVXr75m8jOjj316pZbEpg82cN775Vw2WXCll29Wufss5M58UQfM2c6N3g/+GA8n34ax//+V8qw\nYaLk48kn4/nggziee66UW291LgM59dRkMjN15s0rpGVLsYuvvDKRGTPcjB9fTK9e9sm7cv3//ncp\nt91mrj83F1q3TiU11WDTpvArSNdem8CPP3oYPbqEfv3C+1UKC6FFi1SSkgwyM8OXHzYsgalTPXz4\nYQkXX+xl/Hg399yTyGWXVfDee5GDA375xcVVVyVx9tleJkwQ/Rpz57q45JIkTjvNy5Qp4b04kilT\n3Nx4YyL9+lUwenQpeXlwwgmpJCcbbN4stlMrLMC9eBHu5cvwLF+Ke/kyXFszI25TKIbLha/l8Xjb\ntGP04pOYvP1U7hl3El3ONcc5GQY0bpxCRYXGli0FOAT7KRQKhUJxVDJhwmeMGPEajz/+dKAcsjri\n9/sZOPBCGjZsxFtvfXBEt2XgwAspKirihx9+PaLboVAcLpYsWcS9997OoEFDuPvuB4705gRRp06q\n42P/ACdW3AaXE8cW7BR9xI4zZk+seV9iYvRlTSc2+P70dDMYym6GajQnNjlZvO/iYo3i4uDEZTCd\nWOmmViapNyvLDIWSyH7TvXsjX40JdazT0sT+LirSKCgQ+8FISaWi5zlU9DwHKYdnTd7PO7es4+IT\n/uSm7qtwbdyAa8N6XFm7bF9H8/lwr1+He/06bmUStwIMBW+r1lScejrl5/ShoufZZGQkk52tkZen\nBT4vhUKhUCgUVceUKZPJzt7DrbfeeaQ3RaFQHKUc8yLW6xUiKS7OFCSxBzuJ28qO2DEMc96rDAuy\nrschZR4we2Ktacogejtr1jTIztbIydGCBKPYnsgiVtPE8rt2aeTmakHCHMJ7YuXrRxPrYApdGaoE\nkYOdrISKfU0TYnjTJo2dO3Vat7Zvmt/vqs10mpDQqieD/2c6xVp+Hq/dtpVtv2zk7j4rOcm9Bvea\nVbgs4RdWpLBNHDsaw+1miudMxnE5RZkXQf3wWWgKhUKhUCgOD//612Ns27aFTZs20qzZcfTp0/dI\nb5JCoThKOebTie2dWHEb+5zYyjmxZWVgGBpxcUbQjFXp7JWURHdiU1LCxWikPlNzxI7jqh37aisq\nYM8eDV03AoFT8n3KubWRCE0mlq+l6wb792tURAjfkxkb1t5h2ZcbabyP3QUGACMtnaJ2pzCGa5nU\n5XnyP/2cnD9WkP3XTnJ//JW8V95iBHexkK4YIT04mtfLaSUzeZN7OfXSE0i7djBx331rpoMpFAqF\nQnFU8/f07h4patasybZtW2nbtj3//e8rf/t8zoOhOu9PheJY5ph3YqWAsisnlqFPTphzYs37YhGx\ncrnQfutYnFgpGkODnSCaiA0X3KHIEt9QEbt7t4ZhaNSr5w/sp1hHCYnlw8uJpXO8d68WMY1ZzmSV\noUrW9UhxbIc5/ih8vfK1gpZPScHbuQs5zbtwz/BU0tMNNizfg2f5Ujy/zyBu+s94LCmNus9L/I/f\nE//j9/iaNqf49rsoHXJ1uGpWKBQKheIoYdCgIWFJv9WJ++57iPvue+hIb0YQX35pn76tUBwrdO7c\nhVmz/jjSm1Fpjnkn1k7EynLig3NixW0kcVdaKpZLSAgWWHI9kZxYs5w4/DEpQu1KdM1yYuftckoo\nlo6ndd6qdIJjKSc2ndjg0t9YEortRhHJvtydO50PTycnVmyHswiWr1ezpgFJSVSc0Y3iR59k/8+/\ns3flBj485W3mcGbQMq6tmaQ+9iC1TmlH4ojXzeHDCoVCoVAoFAqFosr5B4hYuxE74rasTCNSNrPp\n9pn3HW4n1mnEDkQTscHbZ4eziA0er2Pd1qIiIu4jMMOZQkfWmOFOzvtKLmvnxEYuJ3Z2nhs1Eu9j\nx47ww9tpvA6AUa8ei7vcRHfm8Obdf1J034P4D4xuAND37SPluX9Rs/upxE35JvqOUVRLsrM17r8/\nnquvTqQw+ig5hUKhUCgUCkUV8w8QseJWuq8gSl3dbiPocTtMty88nCkWJza01DWWnthI5cROIra8\nXJRGu1xGWGqxFSncQpeXwUzWcmCXS2yvYWgRRTeYJcHWECuILdzJzomVYlqmHtthV+otadpUrMtu\nxq3d61mRYjrTfTzFj/+LfUtWU/jC//A1bhJ4jmtrJuk3XkP6pRfg2rjBcRsV1Y+VK3W6d09m3Lg4\npk1zM2XKMd9xoVAoFAqFQlHt+MeI2JAMn4DYi5RQLMVmZYOdZLVp6JzRaE5sRYVwGHXdsC0LdhKx\ncn3JySLd1wknJ1YK59BE5Fjeq99vJjGHjgWqCifWznmuVcsgOdkgP18LBEdJIl0ksG6HFLskJ1Ny\n8+3kLFhGwYsvBzmzcXNnU6N3dxI+ek/sCEW15+OPPeTmaoGk7a++8kRZQqFQKBQKhUJR1fwDRGz4\niB0ww52ka2qH/YidWETswfXEWhOG7cSoU49ptPE6EicRK3uDQ11cKaQjlVQWFook5pQUI+xCQWWc\nWDsRG2lGbaRgJ02Dpk2FCAl1Y6PtK7kdUlwH8HgovfEWcuYvpfjm2zAOJCZqJSWkPv4w6Vdcgr5j\nu+P2KqoHf/0ljpfnnivD4zGYPdvF7t0qmVKhUCgUCoXiaOIfIGLFbajAijYr1usVJbqaFlyiG0uw\nk1NPrHRmpQALpaxM3C8FdihOorCgwHksjxVnEWv/urGEOzmVEkN0J7asTOwLl8sgJcW8v3ZtA4/H\nICdHD+zLUCIFOwE0ayZE7NatoSJW3DoFYMky44ATG4JRoyZFL/wfuT/PxNumXeD+uFm/UaNXNzy/\nz7BfsaJasHmzOF46dfLRu7cXv1/jm29USbFCoVAoFArF0cQxL2KlSLX2xFr/75RQbBVJVlc0tmCn\nyE6sUzmx3FanvlZTFAZ/bNI1TE933KSg5Z2c2NB9FMt7jSRio6UTy+2uUcMI2se6biYM79ljv2yk\nYCeAZs0O9LZm/k1ObAi+9h3InfYbxXffj6GL19Bzc0m/8lIS3xmhQp+qIUVFog87Ls6gUSODyy8X\n84EnTVIlxQqFQqFQKBRHE8e8iPWK89AwJ1YKTKdZsU4iyexr1RzbIJ16YmXpq5MT6yS4JU49sXl5\n4tZakmuHkxMrXzfUOY7FdY5FxDqVE9v1w0rq1o0sYiMFO4HViXUqvbZfLlYRC0B8PEVPPcv+yT/g\nq1cfAM3vJ+WZJ0i9/UYcbWTFUYm84NGsmR+XC84914vLZbBsmR7TvGSFQqFQKBQKRdVwzItYKVJD\ne2KjlRM7lavqenRH1eyJDb4/WrBTtHLiGjUMdN0gL08LSlU2ndjYRazVKJTbG7qP/r5yYvvDzOyH\nDX+sbl0hQvfssV82Uk8sOPfEyv5eJydWlhNHE7F33pnA+ecnUVoK3tPPYP8vM6noelrg8YRJE8kY\ndAna/tyI61EcPchS4uOOE8dAUhK0bu3H79dYvfqY/6lUKBQKhUKhqDYc82dm0on1hFQEypJd6ZqG\nEqlcNVqZrenEVi7YSQrq0G2V6Lq9myqFZDQnNilJONClpcFjc5zKmGMJdpLJxGlp4Y/Vri2EpLMT\nK27txt3UqROtnFjcOjux9mN2opUTy/eRl6fh89mve/9+mDjRzZIlLhYuFAFP/nr12f/1VEquvSHw\nPM+CeWRc3B89a5f9ihRHFaaINUssTjpJ/HvFCtcR2SaFQqFQKBQKRTjHvIh1EobSdXQuJxa3diIp\nWpmt2RMbfH+sTqxTOTHY95nG6sSCvQh2coAPtSc2IwNcLuEc2zneh1JOHK0ntkkTIT62bw8Wo9GC\nnVwu873IMu1QFixwYRji9WfPtoibuDgKX36dwmf/E7jLvWYVGQPOw7VJzZM92tm8WXymwSJWHDwr\nVx7zP5UKhUKhUCgU1YZj+szM7wefT5yYOqUTOwc7HbwTa6YTBy8rndloTqxTOTHY98XG6sSCk4gV\nt6HiuTLlxKEzZsHZOZZYg51COdSe2KQkUZJcUaEFjeqJZRxRtL7YefPMg2nWrPDk2pLb7yL/rfcx\nDhx0rq1byLioH64N6x1fU3HksXNiO3RQTqxCoVAoFArF0cYxLWJl36jHY4TNXZUuqVNPrBSa9k5s\nrOXEwfdbnVi78Fq5vZGcWDsRG8nRDEWKSuvy0YKdIpcTR3aBIyUUR9puM5344HpiAZo2FY9Zx+zE\nImKj9cXOn28KmmXLdAoKwp9TNmgI+Z9+jnHgINCz95B+2QDlyB7FyBmxLVqYIrZdOx+aZrB2re54\nwUuhUCgUCoVCUbX8Q0Rs+GOynFiW0oZilhPbObHi1qmc2Ax2Cl7W4wG328DnCw5mkphlvfbrhchO\nbLQRO2AvKs0y5r832Mnp9SQy2MneiZXBTuHL+f1Wp9xx0wIJxVu2mOuQn6tTOTFEdmILC2H5ch2X\ny6BtWx8+n8a8efYuXXmfvuz/YjJGkngx1+4s0i8dgP7XJucXVxwRioth1y4dj0eM15GkpMDxx/vx\nejXWrj2mfy4VCoVCoVAoqg3H9FlZJGcz1nJiO6dPCtvKOrFiWbn+8MfMETvRy4mDe2LFbSxOrF2Z\nrtwH4cFOsYhYceskoJ3GAsHB98TKUuLERAM9whHcvLkQsdJhA/O9SIFuh9weKbKt/PGHC59P46ST\n/Jx/vkgNsysplnhPP4O8zydiHPjgXVm7yLhsAPqWTOcNV1Q5MgCsaVMjrPVAlRQrFAqFQqFQHF0c\n0yJWhja53eGCRfadHkywkxSnTmNAzWAnZwFs1xfr1JtqxU7ERnNDrdiNrnFygGMpJz5cTqw1nTi0\n9DpaqJPkhBPEe12/3ipixW0kJ1Zu8+7d4dssS4nPOMNH9+4i9Gfu3MjipuKMbuSN+zJQWuzauYP0\nQZegZWdHXE5x6OzerTFtmsu28sGKdOvlhQ8rMtxpxYpj+udSoVAoFAqFotrgbCEdA8jxOgfjxJo9\nseFCKVpAUyQnVt5n78RGTyeuX1+8dlaWeUJdmZ5YO4fTyQE+1GAniM2JtRPAiYlinfn5Gvv3Q40a\n5mPRQp0krVoJQbJhg7mvCguj98Q2biyTjcNFiwz/ad/ex8knm/2S5eWRP7eKbj3IG/MF6UOvQCsr\nw735L9KHXE7e199hpNrMJ1IcMps3a1x8cRJZWTptm+bz1JV/0ueETOLKC8Hnw0hNw1+3Hr7Wrdmz\npw4ADRqEi9h27cR9qpxYoVAoFAqF4ujgmBaxUpyFlgeC6To6BTvF4sQ6zZiNxYkVbmLw46YT6yyw\nZJ9nZubBOrHiOdnZ5vLyfTiNBJLCz45owU52zrEkkhMrttVPfr6LPXt0atQwxUUsoU4ALVv60TSD\nzZuFyNQ04TrruhH2Xq3IQKht28JFi9xXSUmiX7J5c7H+DRv0gNhxouKss8l/fxRpN1yN5vfjWbGM\ntOuHkvfZxMiN0IpKk7ULnr9wJQ/smcS52i902LoC10vOn891GS1J5Dxcxf3B113MWjqA3cUQhUKh\nUCgUCsWR45g+K/N67QOLwCwndg52chZKsTqxdkLJdGLDl5Ulj5H0jCx33LpVx+8Xr1VaquHxGFGd\nSXByYu33k9kT67y+QyknjuYgO/XFRrrAYCUxEZo1E0Faf/2lB4U6haZVW2naVO5ju37c4AsU7dqJ\nUtPVq2P7KpX3H0Dhy28E/h8363dS77xFpFUpDp2SEhI+/pBaZ53Kt3vO5CFe5mRjGS4i79/alrSU\nmAAAIABJREFU+zdxB+9y66QLqdm5HUmvvYSWJ5rN69c3SEkxyMnRbY9jhUKhUCgUCkXVckyLWOmy\n2qcTi1vnYCdxezA9sTKdOFIoVORyYmeHMSUFatf2U1qqsWePFiQiIwkziSkMzY/enE8b+lqRy4l9\nPigo0NA0g9RU+9eTInbfvuBDzeeLnqosx+yE9qbG2hMLpou2fr0e03gdgCZNxDLbtulh/bihpeJt\n24rnrloVe+hP6dXXUfT4vwL/T/j2a5JffC7m5RU2eL0kjPqImqd2JPXR4TTMWxv0sKHrlB/fmu+4\ngM/0oRQPHELZ+f3xtm2PEfID4dq1k+QXn6Nmp3Ykvfp/aCXFyo1VKBQKhUKhOIo4ps/IIo3YiV5O\nfPBOrBS3dk7soQY7gXAXATIz9Ur1w4KYE+t2G+TmapSViXm1Upg5BTs5ObH5+eI2NRXHlODatcXJ\nf6iDZaYaG9bKzSAO1YkFaNVKOKXBIjbyMhkZQsAXFmrk5gY/Fjo+SZYQr1pVua9S8b3DKbnxlsD/\nk954hfjPx1ZqHQqBe+ECavQ5i9RHHsC1Oytwf5GeQungoeSN/YJ9G7aSN/cP7jnuW4b6x7Lwzg/5\n/pYvebTfIvZs3MntrabxOvdSll47sLxeWEDyf5+nZrcuDEr+DoB1647pn0yFQqFQKBSKasExfUYW\ny5xYp3RiKSgrG84E0ZxY52WdHNFQrH2xZjhS5GUkum4m/2Zna3i9YBgabne4mIw2Ykc6qZEEtFOw\nUyzi20woDj5M5QWAaD2xEOrEivuiObGaFuzGBr+2uJUXKCpbTlxSArt2aRhoFD7/P8rO7Rt4LHX4\nPXhmz4xpPQqgooKk/z5HxkV9ca/+M3D33rgG3MvrvP/UJgrefJfy8/oFwrPatxef18qVOvfdl8Ar\nr8Qzb0kS35f25n5eZ8XUdeSPeA/vCa0C63Pt2M4jsy5hNNeydbXDl15RLfD74a+/whPPFQqFQqFQ\nVC+OcRErxI7HY9cTK26dwplkr6xdONOh9cRGcmKdt9eKFLFbtugBRzNWJxaCHc5I7m9SEmiaQUmJ\nhs8X/rgMdXJKJgYhrt1ukTJsLd2WItYp1ElspxwHdChObHg5caQZsRIZ7rR1a/BXJNSJbdLEIDXV\nIDtbt51pa8Uw4Nxzk+jYMYUTT0zhw48TKHj/Y7ztOgCgeb2kDbsa18YN0d/YPxw9czMZF/Ul+dWX\n0A70ExuJiWTd/S+alW/gvbh7GHBV+BUoOfN1yhRP4LP96y89EHRWu6GHsiuvIvf3+RS8/Ab+WrUC\ny17LGB6c0A3X2jWH++0pDgNLluhccEESp5+ewsiRNlc2FQqFQqFQVBuqrYh99dU4Xn45ct1tbOXE\nkZ1YO1dUiqfoc2Kdlz0UJ1aGO23ZokccU+NEsIh1FuuaFrmkOJZUZF0XJcwAOTnmvo7FiXUuJ469\nJ1bOit20SQ+I7mjlxGB1YoNfW37m0o3XNGjbVij8aCXF+/fD+vXC7s7N1XjhhXhyvankjf0CX736\nAOh5+0m/aiDavn3RN/IfStzUKdTo1R3P4kWB+8q7n0XO7D/4vdsjFJNM166+oLFMEunE/vyzGVm+\ncqVOSYlGcrJBSsqBO91uSq8dRs7sRZRedkXguc2K11Lj/HOIn/D5YXlvisPD1q0aAwYksXix+P4t\nWhR7D7tCoVAoFIqjj2opYktK4L//jef//i+eZcuc30Is5cROwU7ScbMTlLHPia2ciyu3N9aeWOHE\nVq4nFqwOpx61DzdSuFO0GbESuzE70cbrgDkTd+fO4NeW2xKLE5uaCg0b+ikr0wIlv9HKicG5nDjU\niQWzLzZaSbFcV5s2Ps46y0txscann8bhb9SY/LFfYBx4Q67MzaRfN8T54PynYhgkvvka6cOGohcW\niLvcbgqffJa8L7/B36Rp4IJHgwb2n3H79uEpxQsXCkEjL5oEvWStWhS8N5L9b7xHMeLKhVZcTNpd\nt5L89BMqVbqasGOHjterBb63KqBLoVAoFIrqTbX8Sy4dNYD33nNWfLKc2H7Ejrh1CnaS+sG+nFjc\n2jmxIijp4JxY6YrK8T9O2PXEHo5yYjBdS7tZsTLYKVo/rt2YnVi2u3lzMec1M1MPCHywuqGxveeW\nLYPDl2IRsU6zYu1KxVu3FuvfuDE2Edu4scEdd4gD76OPPJSXg7djJ/Lf+QjjQMS0Z+F8Uoffg2re\nO0B5OSn330XK808H7vI1a87+qT9Tcs/9gbmuu3eLfSyTrUOpV88IhI1J1qwRy9Sp4yxIK4ZcxeDj\n5rGW1oH7kt4dQeodNzn/iCiOGuTvrUwT37RJV9cfFAqFQqGoxlR7Efvtt2527bJ3RKXwcbvDH4s1\n2CmSEyvFqhUz6dewTew1R+yELyvPhaM5sfXrG8TFiT5M+d4PtpxYvn87sQ6RZ8XGWspsjtmpnBOb\nlCR6Tr1ejcxMc2dWppwYhGgEM1k2lnJiOSvWWk7s84kLI5pmBB0XDRqI50oB5cT27WJdTZr4Oecc\nHyee6CMrS+fbb8UBWt5/AEX/MkftJEz4nMS33rBd1z8JrSCf9MGXkfjZmMB95Wd0I/enGXg7nRL0\n3KwssY/r17dXKJpmOufSbTcMsYydE2tFP6ktXfmDvzoMCNyXMGki6UMGQn4+f/6pM26ch59/VqWq\nRxvyN6N+fT916vgpLtbCKjwUCoVCoVBUH6qliJVhRgBer8aoUfYhHZFEYbRgJ7OcOPzEVrpwdk5s\npFAniOzixjpix+UyRdaKFeKE+XA5sZHKiWMJdoKDd2IBjj8+fD5nZYKdABo3Fuv466/KlxNv2WLO\nirUmE1tn8jrNsw3FdGL9aBpcd524yvLTT+ZVlpI77qbkqmsC/09+/mnifpgadXuPVbScfaQPvIg4\nS2pz6ZVXkTdhMkbNWmHPl5+BkxMLcMopoi920KCKoJCvaCK2QQODQlIZfdEXlFx3Y+D+uFm/UdFt\nAAN7lXL//QlcfXUiW7cqgXQ0Ib+7SUnmb0q0ygmFQqFQKBRHL9Xyr7gUTzLFV/a0heL1cuB54Y/F\nXk4c/ph0Yu3cVLueSSvSPbQThdIVtSt/DkX2xco+zFhH7EDw6JpIjjNYy4nDH5OiVAY3OWE3Zkc6\nsdFErAxmsp5wVtaJlYLU54s92Ck9HVJTDYqLtcB2O5WJxy5ipRMrnt+zpzhA58xxmaWNmkbh/71G\n+RndxH8Ng7Tbb8L158roGx2FP//Uef75uEAZ+NGOvjuLjEsvwLN0SeC+okefpODNdx0P2GjlxAB3\n3VXOq6+Wcs895YGQNIguYgMBZXkuCv/vVYoeeyrwWMPdy/iFPtT37MUwNObMUW7s4eK779wRsxAk\nhYWwfLm4CGWd+61ErEKhUCgU1Z9q+VdcilhZJipdvVCkKLQbWRO9nNjZiY2UThyaXhtKJCc21nJi\ngK5dhZvk9R5KsJMWtQ830qxY6SxKkejEoTixUsQemhMb/BqxOLGaBvXqidc2Rax4LPQCRZ06Bppm\nsHevFrhwYsf27cH7q2VLg/r1/ezdq7N2reWrGBdH/sdj8TVtLraluIj0a65E27076nY7YRhw//0J\nvPlmPA8+6FAmcBShb9tKxoV9ca9ZDYChaRT871WKH3g42AYPwXRinY/JlBS4+uoKEhOplIiVpe+5\nuRpoGsX3P0TBa28F+pg7sYzZ8b2pxV7mzbPpYVAcMpmZGjfckMiFFyYxb17kCwWPPprAuecms3ix\nHuTE2v2mKBQKhUKhqF5Uy7/iMhVXigH5/1BiGbHjFAAbS0+sXcKwvM8pdCiWnthoI3YA7ryznE6d\nzOGtB9MTm52tRXViI5UTyzmb0ll0IrITG3lb7ZxYuY9j74kNFjSxiFgQycYABSII17FU3OMR79Hv\n14KEeijWYCcQWqxHD/EZzp4dfEJu1KpF3tgv8KeIjXDt2E769Vc5179HYckSneXLxWtMnuxh0qSj\nV2Tp27eRcekFuDI3A2C4XBS8/QGlw26KuJxhxFZObCVYxEa+GGM3Kqp06LUUvPEOfsR9LQtXMJ3e\nrJmVG9PrKyqHPIbLyjSuuSYx0Oduh/xObdumB/0u2/2mKBQKhUKhqF5Uy7/i0omVfaF/t4gVCcPB\nz7NidVNDw2Oj9cRGcnErU04cHw8ffVRCjRoi5EmGC8VCSooQgCUlWuCE3NmJFbeh5cR+f3BQUSRM\nJ9Y83PbvF7eRgp0guCdW7uvKOrENGwqnVBJLOTGYAl4mM5vzf8O3OVpJcWGhcJ8TEoxAOTdAjx7C\nug0VsQC+E9tQ8OEojAMJYZ7Ff5B6/10HlVj80UfC3m/TRojmRx9NsE3IPtLoO7aTcckFuLZuAcA4\n4EqXDbwy6rJ5eULcpKQYMX/GzZvH3hMb5MRaKBs8lAdrjgwI2Y6s4KMd/dm1riC2jVDEjDVhPD9f\nY8QI+7KV3bs1du4Uzy0q0oJ+M2RauRKxCoVCoVBUX6rlX3HZ09eokRAnhYX2ZZxyxE6kObF25cRe\nL/j9Gm63YZts7PGA223g82lBo18g9p5YOyc21mAnSZMmBtOnFzF1ajE1a8a2jCQ1NbjE13nEjr0T\nK1xcjVq1/KSkRH4tOdIkO7vy5cS1axtkZIgTVjkDtLI9sXFxwXNDY3VipYgtKAguJ7YrFZczbZ1E\nbGiok6RbNyEq58xx2x7D5b3Po+jZFwL/T/hqAklvvBLT9kv27NH49ls3um4wZkwJrVv72L9fCwiC\nowV95w4yLumPa2smcEDAfjKO8n4XxLR8Vlb0fthQDrqcOIRR/uu5jtGB0uIuLKbWDYPtr1YpDpo/\n/xQXe4YNE2UrK1bYH8NLl5r3FxUFV8g0aWIQH2+wa5du2+uvUCgUCoXi6OfoOouNEenEZmQYgUAj\nu7AaKTAjzYm1c2KjldiCc29r7OnEh1ZOLGnc2KBjx8oPPJSJwlLERg92Ct5emb4arZQYTFGRlaVh\nGMJIjFXEalp4QnFlnVgILimO3YkVt3K8UKQLFLIHUwqpUGSoU2h/bpMmBs2b+ykocBaVJbfcQck1\n15vb/59/E/fdt7G9CeDnn91UVGj07u2jaVODk08W27py5dETPqTv2ikE7JZMAAyPhz+fGcfLqy/k\nrrsS+PJLe5FvRV5AcBqvY4dVxMqKASfsyolBVCXk58NYriHv/8yRSI02zCLt5usIu9KlOGjkd+Ty\ny724XAbr1+u2FQXLlpnHdlGRFpRV4HJBixbKjVUoFAqFojpTLf+Cy/LhtDQjIMbswp2kKLSfEyuf\nU/mEYXDui7WmYNphOrHhj1WmnPhQkf2esk81erBT8P2xhjqBEIM1ahiUlWlkZ2sUFYlAqqQkIybB\nHhrEEm0f22EVj7H3xNo7sXYXKKKVE0faXx06CDfWMWhG0yh88WXKu/UI3JV21y24Vy6P/iYwHfDW\nrcXrtG8vbo8WJ1bP2kW6tQfW42HLK2Pp/K/Lef75eCZM8HDnnYn07JkUsee4sv2wIKo5Onb00bOn\nN2oFhNWJtVZ0FxWJyo3kZIOK665n3Q3mrN/4aT+SevdtmPHTioMlJwd27dJJSjJo08ZPq1Z+/H6N\nNWvCj+OlS00RW1wcXr0hL17I76VCoVAoFIrqRbX8C26dTyqdPHmfFenc2M+JFctVvRP795UTHwqy\nVFb2qVY22CnWUCeJdEK3b9cC5ZjR+mElsodNznk1g51iWvzAdlqd2MqVE0sXWl7csBPPshTVScSa\nycThyx53nNi2zMwIX8e4OLa+8ik7k1oCoBUXkzZ0EPr2bVHfh3QOpZPYoUPlnNgFC1y8+GLcYemh\nlQLW/dcmQAjY/I8+ZUbKhXi9Giec4OOpp8po0sTPhg0uJk50DqSS43WilQVbcblg2rRiJkyIXvab\nkCBEkNerBZWhyotqMlwt9bl7edn9iLncpC9JeezBiL3MGzfaizGFyapV4nht08aPrkP79vbHsWGE\nO7Hy2JW/240aic9i5041z1ehUCgUiupItTxrkqXD6enmiaO9Eyvuc7sPRzmxvRMbSeiAWcpaVAQ+\nX/BjphPr/Lp/F7H3xIrb0N4xc+ZpbA6TKWL1mEuJJbJUNztbOGDSFY61J1a8fuWDnULTieUFC7sL\nFLInVvbthmKWE4fvLxkuFFHEAhNn1KdX8XfsR9TQu7J2kT74MrTcnIjLhYrYdu3EgbdmjR61RNfv\nh7vvTuC11+J57rlK1LnHQEDAbtoIgOF2k//haMr7XcDKlWJf9O/v5e67yxk+XHwpnWZCw8GVE4Mo\nWY8wtScIa0nx1Kluliwxj2f5W+TxwHdnPsd73BpYLnHURyT973nbdfr9cNFFSfTuncSvvx49Jd5H\nG7JyQB6/soJBHiuSzEwtqG9ZlBMH/y7LHvkdO6rln0CFQqFQKP7xVMu/4NJ1TU01AieOlXVi3W7Q\nNBHOFComYysnFreVdWLj46FBAz9erxboK5WYPbFVV04sRazTe3UKdpJObLNmsQkG6UBu21Z5J1am\n+WZna+TnC7GfnGw4zuK1f/3D68RG64mVJb1S7FqRpY2bN0f+Ov7xh4t1nMi/O35JOSKtzL1+HenX\nDok4esfc3+L/6eki2busTIs6K3P2bFdAXI8cGcesWX+PyNJ3Z4UL2A8+obz/AABWrBCvc9JJYt+c\neqr4ki5c6HI0NA+mnLiyyGN29WoXN9yQwG23JQZVhkjOONPPnbzNwuOuCNyX/OpLJH74btg6d+7U\n2LtXx+sVM1CtoUQKE+nEtmsnjgl5bIQ6sdKFdbnMVgiznFg8p2FDseyuXcqJVSgUCoWiOlItz5bk\nSWN6uhHFiRW3dj2xmubsxh6KE2uOYXFetlUrcQK1fn3w7pfbWxVObGiwk9NrSiEXWv5s9nhWtpy4\n8k6sFLF792rs2VP5klHx+nI2a+zi1ymd+GB6YkNLTq1IEZuZGfmEesECcXJ+yZtn8mmvkYH7PQvm\nkXb7TeHW/gFCnVhwdrFCGTPGE7SN99+fcLCjagPou7NIv6R/uIAdcFHgOXK75Ha2bGlQq5afPXt0\nx/1UlSL2jz90DEMLKo+XIXMAZ57pw4+Lm+NHU9b73MD9KU88QvzEL4LWKS8kaJpBcbHGk09G+PH4\nBxPqxMre7jVr9KDsLDlLVgaYWYOdZPWGWU5cLf8EKhQKhULxj6da/gW3CgJ54mgnYiM5sdb7pXiU\nlJVFDjuCWJxY52WliF23znQQ/H5zJFBV9sRKcVqZcmLrjFi78lg7pIjcvl0/JCdWluvWrVu5ktEm\nTfwkJxs0bGigx3jUVyadWIrq7GzNNsPHeuEllIYNxciP7GznkR/bt2vs2KGTnm7QurWf80Zdwr/T\nXgo8Hj/1W1KG32MbIGQnYmU/oRxZYkd2tsb334vRPBMnFtOmjY+tW3XGjrWZWeXA7t0aAwcmcuut\nCZSU2DiwLhf5748KErC7d4uLFWlpBs2ayYsP0LWr6cbacTAjdiqL3IcyOMjr1QKi2urEdurkIz7e\nYMXaRLa89CkVXU4NPJZ6z+3E/fJT4P8yIffSS71omsGyZbqazGOD/O7LC2dpaaISpKxMY+1a80st\nL4Ccdpo4XoJH7IjnyLnaqidWoVAoFIrqyRERse+//z6DBw/msssuY+LEiWzZsoUhQ4YwdOhQnnnm\nGYwIASggrqxrmkFyMpZy4vDnyR5Tj8d+fTIFWIpWiRSih+LERnL7pIi1lnKaLqwRc3/eoSB7YiVO\notsu2Gn3bo3yco3atf0x95fKct5t27RKO7G1apl9iFlZUsRWTqgkJsLUqcV89VXs6USh6cSRemLj\n46FmTVEmLhOfrYT2TVrRdVHeC7Bli/1XUgq3rl196Lp4Pwu738Nr3Bd4TuJnY0h5dHhYgJDdRQPp\ncP75p/NPwJQpYjRPnz5iNM8jj4iD9PXXYwt52r5d46KLkpg5083XX3t49Kps0i7uj3vjBuCAgP3g\nE8ovvDhoOTn786STfEHfha5d/UH7wkpZGYFjo7I9sZVB7kNrcJAUodbPNj4eTjlF7OP5K9PJGzcB\nb5u2AGheL2k3Xot7wXzA/B3o1MlHmzZ+Kiq0gJuoMDED3cz9LPfxsGGJLFumYxhmefHpp4urmNZg\nJ7msLOvPygpvJ1EoFAqFQnH0U+UidsGCBSxdupTx48czduxYsrKy+O9//8sDDzzAuHHjMAyD6dOn\nR11PWpo4+Y9UTiydWI+DcSTFiFM5caSSYClSQ0/mpQCONP6ldevwcmIpYp229e9G9sRKnJ3Y4L5Q\nqHwyMZjle1Yn1lp+GQmPR4gHv19j3bqDKycGaNvWT4sWsS/n1BPrdFxY5+Fa8XrFOjTNCNvvEhnu\n5NQXK0uJZW8oQLPmMJxXWHTStYH7Ej8ZSfK/HgsIWa9XfDc0zQi6aCAvpMjEZztkv2DnzuI1+/Xz\n0rGjjz17dD75JPqBOnx4Aps367Rt6+O0jDX8d87ZeP6yOLA2AhbMfliZoiyR7/2PP8IF3uzZLkpL\nNdq18znu478DKWKtF3XWrxfbE3qB4owzxPbOmuXCqFGTvC++xte0GQBaSQnpVw/CtXpVQASfcII/\nqtv8TyYw6zXBQN+dhWf2TF5v/TYf13mIR7feyf7+N6NfNIhR+y9lQtxQzpt0N//hMfpnjaJDwTxq\nkBP4XY6Phzp1/Ph8mmMYm0KhUCgUiqMX53kVh4k5c+bQunVr7rjjDgoLC3n44YeZMGECXbt2BeCs\ns85izpw59OnTJ+J6ZOlepBE70YThoZUTO6UTi9tIAljOPV2/XjgHmhbba/6dhDqxznNixa11Tuzq\n1eKkW46+iYVatQwSEw3y8zU2bRLLx1pODOKEMzfXxerV4uT+YERsZTHTiYN7Yp0uUNSrZ7BmjXCq\nO3Qw75fpxvLCix3mmB37E2opamSJJIg+VQOd19u+x0fHl5Aw6UsAkt5/B3QXRc88z/790iUM7g2X\n6axZWRper33feGgfr6bB/feXc/31iUyZ4uGOOyrCF7IgXd4vH5tHizsvJYG9wIExOu99bCtgIdiJ\ntdKxo4+4OIO1a13k5QVfBPn+e/EG+vWLErd8iFhLsiXSSbWWEwP06ePllVfimTLFzXPPlUH9BuRN\n+JqMAX3R92aj5+0n/cpLKfPNBlpy/PF+Tj3Vx+jR9kL9H4vfj7F0BXd5F3G29jsNTpqJnpsLQAYw\nTD7PCyyASwDKgcnwGHDgsBNP6dOMip49qTjrbNrVOZ/fshuwc6cW+D4oFAqFQqGoHlS5iM3JyWHX\nrl28//77bNu2jdtuuy2ofDgpKYkCedYfAXnCGMmJlT2mTuXE5qxYDTCfE1s5sbgN7V0zg52cT4pq\n1TKoXdvP3r06O3dqNGpkBIJJqqIfFsJPuJ3ea3y82H8VFRrl5WL7Fi8WJ9iylC8WNE30z27Y4OLn\nn8Xy0uGLhdq1DdavN8NdZJ/s4UQKfdmnGu0CRaNGZngVmO8tUimxxAx3Cle5xcXiwoHbbXDyyb6w\nZTZv9VAw8X208nLiv/sGgKR3R6Dn7GPjHW8D4RcMpBOVna2ze7cWcMqt2KXuSmG5Y0dk96q0FLKz\ndc7Tf+bEOwaiF4h6/yKSyH3/M+IH9HJcVl6okH27koQE4aYvW+Zi1SoXZ54ptsXvhx9/rBoRa3fh\nxfx8g+/v3NlP06Z+tm7VWbBAbK+vxfHkfTGJ9EsuQC/Ix7U7i8/oS+/42TRunIzfL91m8wLXPxKf\nD8/C+cR/+zVx332La3cWr4H4mc49+NW6t2/BPe5TEsd9ynQ0fqEPcZOugrb9I/eAKBQKhUKhOKqo\n8nLiGjVq0L17d9xuN8cddxzx8fEUWtJsioqKSEtLi7oeKQgijdiRwvBgndhIQlT2Vh2MEwumGyvL\nY2UJc1WJWBlaJIkk2EPDnQ5GxIIZ7uT3a3Tq5AuMyogFKVrlXMfKBjsdDKHlxNEuUDRtKu4PHZ0U\nKdRJEmnMzt69GoahUa9ecLKyHG+UmamD203+eyMp6zcg8HjCF5/RYvgQEim2dRDNhFZ7pWS33fXr\nG+i6caAv2vHtsHMH3MlbTPX3CwjYfFcGffiFWQnnOi+ImZgtx6BYkYm01lTlxYt1srN1mjTxhwnf\nvxu7/SgJvTCkaXDJJeJH6OuvzeuF3g4dyR8zHuPAl+54NvEz5+Hav49mzQzq1PGTk6Pz11/HroI1\nDHj/fQ8TJwZfR9W3byPpv89Rs1NbMi7uR+LID3Dtzgpb3p+aRsUpXSgdNISiR55g55Ovcq32KRcz\nmUuZxIxhH5H34is8w9N8zmCWcjIlBP8o6xicx8+c/eEwarU/gZRHh6Nv23pY37dCoVAoFIq/hyoX\nsaeccgqzZs0CYPfu3ZSWlnL66aezcOFCAGbOnEmXLl2irsd0YsX/7Z1YcRtNxIYGO8UyYkeK1NBx\nI5FmiVoJDXeSIVRHWzkxBM+KzcmBTZt0EhIM2ratnGCwJhkPHRq5FDWU2rWDt68qyomTksyxJz5f\n9AsUMpxJ9gxLIo3XkUgRaxfs5JTm3LixgctlsGuXJrYtLo78kZ9SMtTska236Ed+oQ8tksOFgBSJ\nTmNG5HZbrym53ULIGobmPGOzooI6T9/PW9yN+4Aj7avfgLeu+IX5nBGxVLa8XBxnbrcRdqEF7FOV\nf/jBdGEPt3MZqQTe7vO99FLhDH/3nTtoDEzFmd3Jf38Ufk3s+1ZlK0m/4hL0vNygmbjHKvPmuXjq\nqQTuvTeB4iIDz6+/kDb0Cmp26UDyqy/hytoV9PyKjFp8zmAer/UOOXMXs2/jNvb/8CsFb71P8fBH\n8NxzE5vOGMK3B2Rsws1XUn7jzfxf4tNcxed0Zikta+WS++1PFD34KBWnno4f82DRC/JJ/PhDap52\nMin33YnrQO+2QqFQKBSKo5MqF7Fnn302bdq0YeDAgdx+++08/fTTPPLII4wYMYLBgwfj8/k4//zz\no65HnljLE8e8vPDnRBOx0lELDXY6lHRi6V5FC5cJDXeqyhmxEC5iI72uNaFYjhY56SS/KvP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nY6uN2B8l278TyRnFgw+2Ltwp1icWIlJ5/sZ/z4Erp2PXJpsTJ5uHbtyNsgBf2oUXH4/RorV7pY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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1096d43d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mgc = pysptk.mgcep(xw, 20, 0.0, 0.0)\n",
    "pplot(sp, pysptk.mgc2sp(mgc, 0.0, 0.0, frame_length).real, title=\"Lineaer frequency cepstrum based envelope\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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flp2dPatWefPRRx/z6NEjtm3bTGjoFTp2/AAvr7XK9C4gZ24XL15J9+49uXPn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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109f09390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mgc = pysptk.mcep(xw, 20, 0.41)\n",
    "pplot(sp, pysptk.mgc2sp(mgc, 0.41, 0.0, frame_length).real, title=\"Mel-cepstrum based envelope\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7dlCgQEEmTZpKs2Zf6l2TqVNnkStXbrZu3cTt27do374Tc+cuVsbogjQ2duFC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CAAAg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\niIiSBoNYIiIiIiIiShr/HymuIQLuqlWHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b4013d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mgc = pysptk.mgcep(xw, 20, 0.0, -1.0)\n",
    "pplot(sp, pysptk.mgc2sp(mgc, 0.0, -1.0, frame_length).real, title=\"LPC cepstrum based envelope\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7n9at2xk8J/PnLyFXrtzs2rWdO3eC6d69J8uXr1bG6II0NnbVKukxyJnFgAB/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\niIgyxv8HwnwymkRu6IwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ba61110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mgc = pysptk.mgcep(xw, 20, 0.41, -1.0)\n",
    "pplot(sp, pysptk.mgc2sp(mgc, 0.41, -1.0, frame_length).real, title=\"Warped LPC cepstrum based envelope\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Qv74Tc+f+hrGxNGBSeHgYI0cOYcmSRdSv70Tx4vYEBQWyc6cHjo7V+fPPFarBlVq1asOk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OgjK6WlCsOGOejQQZ5jNaEouEKKazpH+vQRx/6XX8wkJ6sEB+s89JDN6zEVndjgYFi2\nrIQPPxTuY2qqyokT7q8Jo1etZ9i7P3iKbV/XyOqc2NpWJvbE1/lY0f33dR02imsZ/Zz1mBgK33zX\ndX/AqhUEfvR+HUYqkUgkEonEH3yK2FmzZjF//nzCw8OJi4tj3rx5zJw5syHGVicMJ9YIJ/YVnlux\nuFNdCzudjohVVdi4sYi5c0tdeYlnG1FR7kmxpP7wFAd1FbGHDqnk5SnExHjnT/rDDz+UsHdvEWlp\nRZUET0ViY3WsVp3cXJWSElzCuTbu79ChTmJj3Y/3pwCWBCZMsNOunUafPtW79L17i/u++06s5PXr\n52TQIKfXAl11Oe5du4pjkpamejmxmZk1F3WqDs/z0HeYetVObG17xNaGkBARrgwih9ZXW6pBg8S+\nNfpAA9iHj6Dkrvtc/4c+9zSmxIQzP1iJRCKRSCS+RaymacR55PZ06tQJpa7NDhsAo0Kx0bLG1+q9\nMXExHNjycsXr9prwbLFjVCb2pydnVXTooLsK3UjOXzyrAdcUKloVRjixzSbO4d69/XdEDcxmIU5r\nCr00UFW3a5aRobhaqlSsuF0TJhNMmCDO+xYtNC6/XH4G/OHJJ21s3lxcY9h2797iOBjnw8CBTgIC\n8GrRU52INXKa09O9exYbRbx8hRNXJC5OR1HEtnyJWEPwhobqXi2eTseJ9YWiuN3YmBjd5+emXz8n\nqqqze7fqKnQFUPzUszi69xSvWVZG+F2y7Y5EIpFIJPWBz6lq8+bN+eWXXwAoKCjgnXfeoUWLFvU+\nsLrSsaPmEqDdujm5//6a3SQjz6r0VO0Ow5FtSCdWIjHwzomt3bkUGgomk/s5Nbl0ZwojXDkhwcSe\nPeJy0rNn7cT37bfb6NLFyfTp5WdtTvi5SNOmuqtKMLjdQyN9QVX1asNmAwNFTrbDobBrl9ttrKsT\na7G4iyX5uka2a6fRurXGRRc5/W6RcyYw8mL9SekIDRWLNU6n4qrmDUBAAAXvfoh+KsTHvG8PYf/8\nh8yPlUgkEonkDONTxD733HMsWbKEzMxMRo0aRUJCAs8//3xDjK1OhIfD55+X8tlnJaxeXUK/fjVP\nqI3QuvJyhT17VA4fVk/d7ntbVRV2MtwwiaQunE5OrKJ4CwTDiatPDFdv0yYT++dh1eUAACAASURB\nVPYZIrZ24rlDB53ffivhuuukC3um8UwBuOACcVyGDhX7OTa25gJLrVu7c6wNjh2rm4gF9/nsK1ol\nMBA2bSpm3rxSr/D6mlrknAkM8epvXQJjUcDIizVwdu1G0f+97Po/8MuFBH78vzM0SolEIpFIJOBH\ni50mTZrw+uuvN8RYzhhDh/o/iTbEakaGwk03BWG3+x9O7FnYSfa4lJwJTiecGIRAyM0VfzeEEztk\niNjGDz+Yyc5WiYjQ/eppK2kYevVy8vPPZrp0cRIVJW4bMEDjvvvK6dKl5vMrPl6rJNAcDnGdq0t+\navPmOrt3+xetYjjyAQEiusDpVOo1nBjc127DMfbFwIFOPvywsogFKLvlNszb/iBo4WcAhE5/HEfP\n3jgGDT5zA5ZIJBKJ5DymWhE7YsQI19+KoqB7hEMpisKqVavqd2QNhCFik5NVl4AFKC31nUzoGU5s\ntCWRTqzkdDCcWKtVd4mO2mCcf9HRWoOIyf79nZjNuitXsmdPZ63zcCX1x+jRDl5/3cr48W6XW1Xh\nmWdqTrMAd1utqqiLE2uENtcm5UJRROhufn79FnYCdzixvyK2f3+xgLNtm4quV6iArCgUvTwL8949\nWHbtQHE4CJ92MydXrkU71YqnvtF1+OYbMxde6PQqkCWRSCQSSWOgWhH76aefAvD2228THx/PpEmT\nUFWVpUuXcuTIkQYbYH1jhBMbYXIGvlwK8C7sJJ1YyZnAELHNmvkuLlMVhkDo06f2RZ3qQnCw2NbW\nrcKNqm0+rKR+6d9fIzGxyMvh9xcjnBhEUSXPhb3Q0Nq/3tixDtasMTN8eO3CxkNCdPLzlXoPJ46P\nF6/furV/53CbNjoxMRo5OSppaQpt2lQYX1AQBR9/RtToS1FzczEdyyL8rzdyctEP9Z/gC/z0k4l7\n7gli9GgH8+eX1vv2JBKJRCJpSKrNiW3VqhWtWrUiKSmJe+65h2bNmhEXF8ff/vY3duzY0ZBjrFcM\nJ/bYMbErRo1ysHBhCQ8/XO7zudKJlZxpDBFb26JOBsb51xChxAaDB7u31aNHw21X4h+RkdSY+1od\nnmKuYr/hujixI0c6+eOPYgYMqN1Ch7Gt+tZ9t91m48MPS7n5Zv/aPCmKWCQA2Lat6h2sxbem4N2P\n0E+V+7Zs/YOwB+4G7cwv9nhWSQZYv16sUW/caMIpP5YSiUQiaWT4LOyk6zobN250/b9mzRrMjaiE\naEUnNiZGZ+RIp1/OhduJVVxOrBSxktNh4EAnffs6mTy5bv1SL7zQSUCA3qCtarxFrHRiGwueIrZj\nx9MXsXXFcH3rOyc2NBSuuspRq7Dlfv2MkGK3iF2+3MSOHe6vVvvwERTN8Cj09N0igl996fQH7MFX\nX5lp3z6UZcvc381//CHGVFSkuIquSSQSiUTSWPCpRl944QUef/xxjh8/DkCLFi149dVX631gDYXb\nia29CHU7saBpMpxYcvpER8PPP9e9r+Rtt9m5+WZ7g7aqGTzYgcmkY7X6F4YvOTdo2VJ3FVWKj9ex\nWnVXz9na9ok9HYzrbH3nxNYFd16sEIzHjincemsQbdrobNnitkYPjrmb2M0HafXd+wCEzHoFZ4eO\nlF93wxkZx+rVZnRdYccOlbFjRcu4XbvcwnXLFhO9esnPpkQikUgaDz6nut27d2fJkiXk5eWhKAqR\nkZENMa4Go6ITGx7uvwg1KmfabAo2GyiKTnh4vQxTIvGbhg6UiI6GTz8txWoFq7Vhty2pP8xmIWTT\n0hTi4jTCw3Wys+veYqeuGG126tuJrQuGE7t7t4rdDocPK+i6QkYGrmJPWVkKo0cHU1LwFseHJhO6\nfiUAYQ/eg9YkFvvwETVtwi8OHBCC1WiHtHOnyatQ4ebNJqZNq1t0h0QikUgkZyM+p7s333xzpdsU\nRXEVfjrXMZzY7GwxCaiNE6sowh0oLBT/R0TULfdMIjnXGT1aJt01Rlq31khLU4mNFQt02dni9oZ0\nYg0HtgFqIdWaqCho314jOVklIUF1Vem22RSKi8XY7703kJwcFVBZcfunXJU9AnNSIordTsRfp3Jy\n0RIc/QfUeQyaVlnEGm1/LrzQwcaNZjZtMlWuoCyRSCQSyTmMTxF73333uf52OBysWrWK8EZkNxpO\nrEFtnFgQjkRhocyHlUgkjY+//tWOpsGwYU7ef999fWtIJ3bYMAe//mpiwICzc6GkXz8nyckqO3aY\nKCpy356To/Dll2Z++839NbvnSBSXfr6IyPGXY0o/ilJSTMSUazm55GecnbvUafsZGQolJeI7qKBA\n/P7jDyFqp0yxk5hoIitL5cgRxavitEQikUgk5zI+qz0MHjzY9TN06FCeeeYZ1q1b1xBjaxAMJ9ag\ntkLUM09LiliJRNKYmDDBweLFpcTG6q7K2eAO8W0IpkxxkJBQfNa2bzLywJOT3U4sQG6uwm+/CUe0\nd28hwJOSVLSWrcj/cjFadDQAal4eEddfjZp2uE7b37/fvc38fAVddzuxgwc7GTRIbHvTJhkmJJFI\nJJLGg08Rm5GR4fpJT0/n119/JT8/vyHG1iBUFLEREbV7vqcjIUWsRCJprBg9iKFhw4nh7A6DbdtW\niNiUFIWMDPdAc3MVTpwQ/xvVwhMThZB0dupM/sJv0EJE6WVTZgaRE8ehHk6t9faNUGKA/Hw4eVKk\nx4SG6rRtqzNkiNj2xo1SxEokEomk8eAznPimm25y/a0oClFRUUyfPr1eB9WQVCwW4jlR8wdPESsr\nE0skksaKZ6pFQ4YTn+0YPXRTU1WvvN2cHIXjx4XAvPRSJ6+9JlxTIzfV0e8CCuYuIGLq9Sjl5ZiO\npBE5cRwnFy1Fa9vO7+1XdGJzc4Vwjo3VURQYOlQ4sevWmQHf/c8lEolEIjkX8CliFy1aVKki8dGj\nR+ttQA1NQID3/7UVsTKcWCKRnA949s6WItaN4cSmpqpeQj8vT+H4cSEou3d3Eh2tkZurkpGh0LKl\neJz90uHkz11IxK1ThJA9eoTIa8Zy8tsf0Nq192v7niK2oEAhJ0dsMzpabKNXL1FZ+vBhlaNHFVq1\nksdOIpFIJOc+1YYTZ2Zmkp6ezk033eQVUpyWlsa0adMacoz1SsXCTtKJlUgkksp4O7F/4kDOMiIi\nIDpao7RU4dgx91fqkSMqJSUKgYE6YWHu3NmkJO+vXfuIUeR/+jn6qdwWU0Y6kRPGYNqz26/te4YT\nl5YqZGWJ/2NixPEymeDCCw03VoYUSyQSiaRxUK2I/e9//8vNN99MamoqN910k+vn9ttvZ9iwYQ05\nxnrFMyfWbNa9nFV/kE6sRCI5HzAW+MxmXfYDrkC7dpWv/QkJ4us1Lk6E9RoiNjGx8teu/bKR5M/7\nAv1UPLLpWBaRE8Zg+W1NjdvNzlbIzRX5r9HRRm6ueH3DiQUYOlTkxa5f38BNpCUSiUQiqSeq/UZ7\n6aWXAHj//fe54447GmxADY1nTmxkpF7rAiKysJNEIjkfMJzYkJCzu9DSn0GbNhpbt3q7nIbjGhsr\n9pvbiTUB9kqvYR92GfkLvyH85smohQWoRYVETJ5E4VvvUT7xuiq3awjlTp20U/mwosAUVBSxwold\nv172i5VIJBJJ46BaEfvFF19www03YLPZeOuttyrd79k/9lzG04mtS/vb4GAZTiyRSBo/Rk5sQ7bX\nOVcwijuBWMw8edJd1CkuTtzXtWvV4cSe2C+6mJNLfiJi8iRMWZkodjvhd/6N4kMHKXn4n6B6P3f1\nancrnc2bxd9VObE9emhERekcPaqSkqLQvr08hhKJRCI5t6n221TX9Uq/jZ/GREDA6TmpnrlhFepf\nSSQSSaPB7cQ2ru+AM4FR3AmgVy+n132VnVhRobg6nN17cHLZShydu7huC5n5IuF/nYpSWOD12JUr\nxTr05Zc7XMcnOdk7JxaE9r30UhFS/MsvMqRYIpFIJOc+1X6bTZ48GYD777+/wQbzZ+DtxNZFxEon\nViKRNH5atxYiTFa3rYynE9uzp8Zvv7nvi4sT+6tJE50mTTSys1XS02uuEqy1iufkkp8Iv/1WrKfy\nYgOW/4BpzAiW3PYFC7f34M47bSQmmggL0xk82OnKWTaKS3k6sQCjRjn47jsLP/9s5vbbK4czSyQS\niURyLlGtiO3atWu1T1IUhYSEhHoZUENTMSe2tsjCThKJ5HygTRudn38uJj5eXucq0ratZ+iutxNr\niFgQbmx2tkpSkkqrVt6Pq4geFU3+F98S8tzTBL/3NgDmA/u54qmh/KC/wV9W3gbAZZc5sFgqV9av\nKGJHjnSiKDobNpgoKoLQ0Nq/T4lEIpFIzhaqDSdOTEys9qexCFg4s06sFLESiaQx07ev5hWmKhHE\nxuqu74K2bTXCwtz7qKKIhaorFFeJ2Uzx/71EwZwPXC14gvUS/sff+SDveqLJYdQoESZcUcTGxGhe\n/zdpotO/v4bNprB2rQwplkgkkjPNgQMqN9wQ5P81XnJa+NzL+fn5zJgxg6uuuoqJEyfy+uuvU1ZW\n1hBjaxA8RezpOLEhIbLthEQikZyPKIrIOY2K0unaVfNyQWNj3WLSu0Kx/5RfdwN5y1aR09QdITWJ\nb9lNL67RFoGuExHh/ZyKTiyI3FmAlStlv1iJRCI503z4oYXVq8189JHlzx7KeYFPEfvYY49hsVh4\n7bXXePHFFykuLuapp5467Q3n5OQwbNgwUlJSOHz4MFOmTGHq1Kn8+9//btDiUYGB7m3VpTqxsfou\n82ElEonk/OXjj8vYvr2I8HDvokqeTqw/FYqrw9mzF/cO2sTb3OO6rQWZxD90E+E330ArZ6rrdlWt\nLGoBl2v766/CiV21ysTllwdz4IB0DSQSieR02blTLBDu2SMXChsCn99cGRkZPP7443Tp0oVu3box\nffp0kpKSTmujdrudZ555hqCgIHRd56WXXuLhhx9m/vz56LrOqlWrTuv1a8PpOrFGCHJVq94SiUQi\nOT9QVXdkjrcT6xlOLPJgk5JUNO9oX59oGqzaGMZ9vE3Cq1+hxca57gv4eTnT/tOfJ3mRIEqIitIx\nVTGH6tpVQ1F00tMVHA748ksLO3aYeOut8zuMaN8+leuvD2LnTinmJRJJ3XA4YO9ecQ3Zt0/FWXPZ\nA8kZwOcVu02bNvz++++u/xMTE2nduvVpbXTmzJlMmTKF2NhYAPbt28fAgQMBuPTSS9mwYcNpvX5t\nMJvBbBaTjIo5Rf7Qq5fG3XfbeOKJ8jM9NIlEIpGcgxgiNixM9yr+Fx0twotLShSOHlV8vo7DAaWl\n4u+9e1Wys1VatNCIueUKctf/Tuktf3M91mIr4UWe4gCduNP0P/HkClgsIjdW1xVOnFDIzBRj+P57\nMyUlp/GGz3GmTw9gzRozCxfKEECJ5HxH16mxDVp1JCWplJWJa2pJiUJqqu9rvOT08Cli09LSuPnm\nmxkzZgzjx4/n2muvZceOHYwYMYKRI0fWeoOLFi0iOjqaiy++GKBS79ng4GAKCwtr/bqng+HG1kXE\nmkzw3HPljBoll1wkEolE4haxni6sQW1Ciq+4IpiLLgrh+HGFRYuEwBo2zImigB4ZRdFrs8n7YQWO\nbj1cz2lJBi8cv5OoYUMI+Hw+2Gxer9m8uRhTZqZCVpYYQ3Gxwo8/np/FnrZsUVm3Trz3jAw56ZRI\nzmcKC+GCC0L4+98DfT+4Art2eV/TZUhx/ePzW+udd94BRFsdEKJTUZQ6560uWrQIRVHYsGEDiYmJ\nPPHEE+Tl5bnuLy4uJrwuyamnQWCgTlGRUicRK5FIJBKJJ0ZObFxc5ZjhLl1EH9mEBBOjR1e/+JmT\no7B7t5gE3XZbENu2qSiKzk03eYtSx8DB5K36jYLZnxE880WakwWIdjzhD9yN8+UZlN51L2VTb0EP\nC6dZM51duyAzUyUryy3avvjCwrXXOigogNmzrVx4oZNRo4RgbszMnh3g+jsjQ4YTSyTnMzt3mjh6\nVOXoUZVNm+wMGeK/QbVjh7heh4frFBQo7NmjcvXV9TVSCfjhxMbFxZGUlMTvv//u9dOqVStatWpV\n6w1+9tlnzJs3j3nz5tG1a1deeeUVLr74YrZs2QLA2rVrGTBgQO3fyWkQFiZ+y9YREolEIjldDCfW\ns6iTQd++YlL05pvWSiv3nhw86L7v999NOJ0Kt99uZ+DAKpJpzWZKb76NjhzkKWZQaglz3WXKSCf0\nmX8R06sLoQ/fz4WmzYDuCn0LDNSxWnXWrjWRna3w7bcW3norgKlTg5k0KYiCgjruhHOA5GSFlSvN\nWCziOEknViI5v/Escjd7du1qBezaJUTspEl2APbulU5sfeNTxN5+++3MnTuXzZs3s3nzZrZs2cLm\nzZvP2AAUReGJJ57gzTffZPLkyTidTsaMGXPGXt8fnnuujOnTy2ndWopYiUQikZweo0c7GDXKwS23\n2CvdN3Gig7Fj7eTnK1x3XbArL7Uiycni9iZNhGht3VrjySerr70QEaFTQggv8hTPTztA0VPPojWJ\ndd2vlBQT9Nlc/v3jxeyiN12/eZlO7Cc+XqNPHw1NU0hIUL3E8/r1ZubObbxFn/btE5PMYcOcWCw6\n2dkqjaiDoEQiqSWHDrmvf7/8YmbHDv+iM+x2d1GnKVPEdX/PHhnZUd/4DCc+efIk33//fb1sfN68\neVX+3dCMGeNkzBiZ0yqRSCSS06dZM50FC0qrvM9igfffL2PiRJXffzexZo2JyZMrF2EyxOTf/man\nb18nnTtrhIZWv83AQAgI0CkvVwhqHkHp3Y9Qesc9BH6xgKCP3secmOB6bC/20OvAHm7l3xzI6M0e\n6zheYxyHkvqQnCy2O3GinW+/tbBqlYn77z+NnXEWk5Ii3muHDhr796ukpSlkZCi0by8XtCWS8xHj\nutu5s5P9+0189ZWFvn19F249cEBEtrRpIxYFQ0J0srJUTpxQqqyNIDkz+FwmGDJkCOvXr0erbT8A\niUQikUgklbBa4YILxMLpiRNVfw0bk6mOHTVGjXL6FSlk1HVwtfgJCqLsr9PIW7OJvB9WUDZ5Kg5r\nkNdzOhXvYuLel1jPxdz771Y8tv5aHuVVHhm8hhC1hM2bTY02pNioHtq2rUbz5mKOI/NiJZLzF+O6\nO368WFg8ccK/FAMjoqZ9ew1VhW7dxPVE9uCuX3w6sS1atGDatGletymKQkJCQjXPkEgkEolEUhPG\n6nx2dtWTJCOsrUMH/xeQIyJ0jh+vor6DouAYOJjCgYPZN/U13r1qNX/hS67kRwJxuwzBtnxG275n\nNN/DE5CnWNiq9afszguIu6oHju49cHTuilffoHOY1FSxj9u102jZUuyz9HSZFyuRnI+UlsKRIwom\nk06fPuK6e/Kkf9eDnBzxuKgoz6J+JtftkvrBp4idO3cuv/zyCy1atGiI8UgkEolE0uiJjRWTpKpW\n+p1Od6hr+/b+i9hWrXQOHKBG1za2fSifM4XPmUIYBXwydRlDC3/C9v1K4jnq9ViLbmcIm2HVZlgl\nbtMVBWf7Dji79cDRpSvOrt1wdO6Ks30HCAioYotnL8Y+bttWo0ULsZ8zM6VzUl+UlcEddwSiKPDJ\nJ2WuytcFBcIB699fRvxJ/jxSUlR0XaFtW81ViyA/3z8RmpsrHmcsIBrRMMbtkvrBp4ht2rQpERER\nDTEWiUQikUjOCwwntioRm5amYLcrtGihERLi/2u+/noZBw+qdO5cvRiIidGxWHTsdoVCwikYdTXO\ny8fR/ocQOjqTGMp6JjVbx+WhGzAfPFDp+YquYz50EPOhgwQs/c51u24y4WzXHmeXbji6dMHZuasQ\ntx07uZuxnwUkJyusXm1myhQ76enCdYmP16UTW8/oOjz8cCDLl4t+x0VFZYSFQUkJjB8fTGKiiTVr\nil1hmBJJQ+OZwhEZKW7z14k1xKohXg1HNi9PXk/qE58iNi4ujquuuop+/fphtbqrFL700kv1OjCJ\nRCKRSBor1YUTp6crrslUbUKJAVq00GnRouYihaoKTZvqHD0qttusmYbFAm3aQuKhbiTSDX3sLQx8\nuRxycvjnpbtpeWInt/bdTrui3ZiSD6FUUSNDcToxHzyA+eABAn5w366rKs627XB27oqzS1fh3nbp\niqNjZwgKqvQ6dWXePAtt2mhcemnN7/+ppwJZtcpMVpaCriu0aiXef4sWRpsd6cTWBx9/bOHrry2u\n/4uKFMLCdJ59NoDERFEl+tAhVYpYyZ+G53XXqC+Qn+/fc6sTsdKJrV98itjhw4czfPhwr9uUxt79\nXCKRSCSSeqRJk8pO7Ny5Fh57LNA1AerYsX4m9ELEir+bNxfb6tTJWTkPNyaGwc+P4u67r+K9oxqb\nNhUTbi7BvD8RU2IC5qRETPsTMSclYUpLrXJbiqZhTj6EOfkQLHerW91sxtGrN/aBg3EMHIx9wCC0\nlrXvPQ+wf7/KI48E0qqVxrZtxdU+zumEzZuFYDJaB7VrJ96rEU4sndj64YcfvKebRUUKa9aoXi2c\n5IRf8mdiiNhOnTQiIw0Rq6Dr4Ev2VBdOLJ3Y+sWniJ00aRJ5eXmUlpai6zqapnH06FFfT5NIJBKJ\nRFINhojNyVHQNBFW+fLLYkJvTHxq68T6S7NmouiIqurExemntuXOo/Xc7qRJDj7+2MGWLWZeey2A\n558HR9/+OPr2x6vxRHEx5oP7MSUlYt6fhClJiFz1cCqKXjlHV3E4sGzfhmX7Nnj/HQCcLVthGz4C\n24hR2C8Zhh4Z5df72blTTD6PHlUpLa3e4E1IUCkqEvvWCBN0i1jpxNYnFcMyi4th40aT121ywi/5\nM/F0Yq1WCA7WKSlRKC6mxvZmUJUTK26X53T94lPEzpo1iwULFuBwOIiMjOTYsWP06tWLr776qiHG\nJ5FIJBJJo8NqhchInZMnFfLyFD76yEJOjkqvXk7y8xXS0lT69auf/uWG+xobq2M+NQvo1Mm9Lc9i\nUooCL71UzsiRZj791MI//1le9YQuJARHn344+vTzFrelpZgOHsCclIBpf5JwbxP3YU5JrvQSpvSj\nBM3/lKD5n6KrKo4LBmIbMYrysVfh7NqtWjtkzx63GDpypPqc4N9/N1W6zRCxTZroBASI41FcTK1y\nkSWVKS+HmTOtDBniZPRop0vEtmypkZ4uFhMKC8VtzZtrZGaq1VZy1XX4xz8C+OUXM0VFCk89Vc60\nafYGey/nIydOKBw7ptCzp/uzZLMJode9e+MM+T582F2tHES195IShZMnFUJDa25xJsOJ/xx8Ljn+\n8MMP/Prrr1x55ZXMmzePTz75hKgo/1ZHJRKJRCKRVI1RAfPgQZU5c4QL+8IL5axeXczy5cUMHFhf\nTqyYYBliFtxOrMUiCh150quXxqBBDkpKFJYu9bn27U1QEM5evSm/7gZK/vUMBXMXkLd5B9lJqeQv\n+IrifzyK7ZJh6MHeqlHRNCy/bybklReIHjaEqEsGETzzRUxJiZU2sWePeypz+HD1k0ZDxAonWtC2\nrfhbUdz7Q7qxp8+cOVbefDOAGTNExWpDxBqOd1ERLhHburU4BtVN+HNzFRYssJKVJcRvxdBkyZnn\nrrsCGT06mMRE92dhzhwrw4eHsGRJ49v/paXCNbVYdFe9AiOk2J/iTsYCjBFObPyWIrZ+8Xmljo2N\nJSwsjM6dO5OQkMCQIUPIzs5uiLFJJBKJRNJoMSZLy5ebKS5WuOACJ0OGOAkLo17bjTRvrnn9BujR\nw0nz5hojRjgxVTYsueEGBwBffmmpfGcd0KOisY26gpInnyH/myVkHzxC3tIVFD/8T+z9L0Cv4Lqa\n9ycR8trLRF8yiKhhQwh6YxZqVia6Dnv3eorY6qc1W7aIN/boozbXbe3auQV7y5Zifxw5Iieep8Ph\nwwqvvy4WZbKzFZxOIVgVRXflHhcXKxQWise3aVPzhL9i8bPqeitLzgw2m8gddzoVli1zC9bt28Vn\n6+efG5+IPXZMnFNNm+qopy4h7uJONZ9vuu4+dw0HVlYnbhh8itjQ0FAWL15M9+7dWbJkCdu3b6fQ\nuPJIJBKJRCKpE4aIXbtWiKv6Ch+uyBVXOLjxRhv33usWc6Gh8McfxXzySWmVz7n6ajuBgTrr1pnr\nR+SZzTgGDabkiemcXL6anH3JFLz7IWXXTEIPDvZ+aMI+Ql94juh+3Qn4yw1cnLsEMyK8NDW16mnN\nsWMiRDskRGfKFDudOztp1kxzObHgDqM2ClxJ3CQnK/TtG8IXX/gWME8/HUBZmThH8vIUl5MVHg7h\n4YYTq/jtxBqi1cjVrqotlcQ3RUVw7bVBzJ9f80JUYqKKzSb28YoV7uOdni4+F8ZiUGMiK0u8NyNK\nBfx3YgsKQHdqtAk5QWBeFsqxY0QGlp56rigoJ6kffF6pX3zxRXJzcxkyZAitWrXi2Wef5aGHHmqI\nsUkkEolE0mgxijvt3i0mhQ2VaxYeDrNnlzNokPf2LBaqdGGN54wdK9zYRYvOjBtbE3pMDOWTrqfw\n/U/I3pdM/v/mUn7VNegeVZsUp5OINT/yHddwhHhe5ElKEqsuPGmEEl9wgROLBX74oYQ1a4oJCHA/\nxsil3b9fitiKrFljJiND5d13rTU+rrRUCB9V1QkM1HE4FNeiR0SE7so1LirCVWSrTZuaRawRqtm5\nsxNF0cnNVXA4zsS7Or/YvNnEb7+Zeffdmj+/O3e6LwLbtqmuRYOMDPE7JUXl+PHGtZCQleVuOWYQ\nESF+V2yzoxw7RsDibwh54TnCp15P/MXdsWMhtTiOmF6dadKrE83bx3GSSNbrFxH40EMEfPs1Sk5O\nQ72d8wafS2pNmzblb3/7GwBPPPFEvQ9IIpFIJJLzAcOJNejW7exesh8+3MGiRRYSEhpY5AUHY5sw\nEduEiVBURMCyJQQumId1wzrXQ5pxjCd5GefamTj+Oo7S2+/EPvQSVzGo5GQx5h49jKItlTfTqZO4\n78ABKWIrYrhRe/eayMxUvPKpPUlIUHE6Fbp2dVJSopCWprj2fVSUTkiIRq2nsgAAIABJREFUeF5t\nwokNEdW0qU5MjE52tigC1bRpzcV2aoPTKbbj6cQ1Noz9ePCgSnk5Xgs4nhjVvgF0XWHVKhNXX+0g\nO9t9+++/mxg3rvGsJGRmGkXGqnBi88C8YxvW5cuwrlqBZed2v14zgnwuZBN8sQm++AjdZMJ+6XBK\np96CbexVuKrqSeqMvFJLJBKJRPIn4CliFUWnS5ezu+qnMcEz8seqIjNT4bvvzJw8WU+DCA2l/C9T\nyF+8jJxN2/my4z/JoLnrbhMaAcuWEDlpPFHDLyRw7kdQXOxy8wz3uyqM/S+d2Mp45vatWlX95NuI\nKujZU3NVajVEbESE7qry6hlO3KqVhqrqFBQo2KsoOmyEEzdp4i66c6ZDiv/97wB69w5lx47Ge+yP\nHxfvzelUalyo2bVLHMPx48XBWLHC7BJ5BudCSLHTKfJV/SEzU+wPz4WRpgF53MPb/P3twURdPpyQ\n/8ysUcAWmiNxxjVFa9IEvQqBqjidWFevIuL2W4ke2JvAjz4QZbwldabxflolEolEIjmL8RRUbdvq\nPnsR/tkYLpWRP1YVTz0VwN//HkSfPqG8+GLNoaeni9a+A//SX6I1aez+v8/51TzS635zwj7CHnuI\nmL7duHLVE7QlxVURuipatBBOYXa2Sm6u930HDyosXmz2e1Lc2PAsbrNyZfUCZtcucW707u10iVgj\nxzgqyn2OFxe7qxNHROiux1blxnqKWOMzc6aLOxmizBBwZ5LFi8388kvDib6FC80sWFBZeHoK/+qi\nKWw22LdP3PfwwyJnfu1aM0eOiNusVrH/z3YRa7PB0KEhTJlSTdPoChgLc82bOTH/vpmwB+5m+jvt\neJv7aJG92+uxusmE7cKhlDzwMAXvfshnT27FSjnTJh4nd88BcvYlk52eww0XH2Y0P7Nr4r+wXzDQ\n6zVM6UcJe+IRoocOwLpiuev2J54IYNiwYIqLT3MHnCdIL1sikUgkkj+B2Fi3oOre/ewOJQZ3vpiR\nP1YVRkuO0lKF2bMDuPNOu6vdRH2QlaXgxEzwlLHc8s11lO9I4sexr9P614UoJWImqOaf5Kr81xnL\nG2R8Og5L67uwX3Rxpb6ziiJCinfsMLF/v4khQ9zH5IEHgvjjDxOBgSWMGXP2H6vqKCiAu+4KYvJk\nOxMm+B8Ompfn/nvNGjM2m+h1THk5piNpmA6noB4+zLCfTzCYAiaszGbs/iKOoROy0sRUzDTfaSHk\nZAz5tKD5riYcK25PEl0ICYoiKkonO1s4vhXDhBvCiU1JEedtReF3upw8KdrVREbqJCbWvzLZuVPl\nwQeFcFMUnQ8+KHMdZ899tm+fCah8/JOSRFGn9u01evbUiI3VOHFCZdMmIVovu8zJzz+b2LVLpaRE\nhCbfcUcQDz9czl/+cvaEFx88qJKcrJKWpqBpuCoOV0fxkTzu53OmvvIuEUcSKt2vBwVRPm4C5VeO\nw37pcPSISNd9h+ZYsGMlOtpdKA9FQWvWnJW0Zs1lF9N88hOoR9IInP8pQZ9+hHqqy4sp7TARU/9C\n2TWTSLprJh9/3B5dV0hIUBkw4OyOzDkb8Clihw0bxrFjxwgPDwegoKCA8PBw4uPjmTFjBt26dav3\nQUokEolE0tjwDCduqKJOp0N4OAQH6xQXKxQVUck51nU4elTMFrt1c5KQYCIhQeXii+tH9JWUiNzK\ngACdsDDR83Xxju78MO6/jH3hGeYM+po77G/TkUOACDWO37oEJi7B0b0npX+/i7JJ14NHsShDxB44\noLpEbHGxu73IZ59ZGTNGVB7VNNGOx8jpPBdYscLMypVmjh5VaiViT55UMGNnkPoHg4o34Zj6O02P\n78S0PwnFo/zqNOOPtRBv/G0UxkkVP70AdsI9p27W2weyVO3MWgYS9nk/TNf1w9m1mytnsCon9kyK\n2Lw8d85vTQs0dSElRUXTFHJzFbfwr0eSkrzzWTdsMFUpYqtzYg0nuk8fcUx79ND49VfV1VanSxcn\n2dkKW7eaeOMNK6tWmUlOVvnyS8ufLmK/+87Mo48GMn9+iSt02uFQyMlRKtUfAEDXsWzeSOCnH/P9\nH4sJoByOeD9kJ71Z03kaN/4w0Uu4emJED1RcrDOiC4xQfC2+NSVPTKfkwUcI+uRDgme/inpqdShw\n8SI6/fgLU/S3WMBUV/qDpGZ8hhMPHDiQt956iy1btrBlyxbee+89Ro4cyfPPP89zzz3XEGOUSCQS\niaTR4RlOfC6IWEVx54xVNdk/flyhrEwhOlpjwAAxCa7PIlDGpDw2VkdR3FVuDx9W+WZVLK/a/0Fn\n9rP9/75mTeBor+ea9+0h7B/3EdOvG8EvPo+amQFUnRe7c6fomQkilNZw6z780MLAgaEsXHjuBLUZ\nYaGJiSbfFWZ1HfPunQT/Zyb/2XWFqLaqXcTrPEybNQsxJ+zzErB1RSkro3PJLm7nQ/rOuY/oEUOJ\n6dqO8FtvJPDD9wnP3A/oXk7smQwn9mzLVFOofF1IS3O/XkP0DDXei9E6ynM/+SNid+8Wt/fsqZ36\n7Tx1uxC3LVvqPPusyON8/fUAl+g1IjD+TGbPtpKfr7B0qcWVhw2Vc/iVnByC3nmLqIsHEjlhDIFf\nfyEE7Cn04BBKp97Culm/0pcdfBp2b7UCFtwi1hCtBkav2Eoh8kFBlN59H7kbtlH2lymum4PLTzKf\nm3iHu8g/JnNl/cHnlXf//v289tprrv+HDRvG7Nmz6dGjB+UyIVkikUgkkjoRGiqczZIS5ayvTGzQ\nrJlGSopKVpZKx47eY05LE5O1+Hidrl3FJLihRCxAx45im99+a3aZqzoqu1uP5W51Em1IYNON/yFs\n8UKUkhIA1NxcQma/RvBbsykfP4ELe90PDPMSsUZ7HgBNU/jiCwsPPWTjp5/EFOrdd61MnuyoGJ18\nVmIcI4ANG0xcc00F96ysDOv6tVh/+hHrz8sxZaQDcGE1r6crClqreIqbtiWVdnzzRzta9Ixgyp1B\nrPojmv/NDcaMAxNO/n5jPu3DjrPovZO0MGXRznmIHqZEYpwnKr2uWpBPwI9LCfhxKT/zKEdoRfh/\nhpMbeRXBjOPEiTNnaRqhxFD7cOI5cyx8952Fr74q4VTAoheHD3uL2DNZUbkqDBF7wQVOUlPVKkWs\nouhkZqqcPAmRFbSZkQ9riFdDzBq0bKkxZIiTW2+1MXeu+xgcPy4qRtdn6kBNJCSo7N1rcv3dqpV7\n3MeOKfTs5sSy5hcCv1hAwA9LUGy2Sq+xXe1Px1duoXzSdehh4Sj7VUDx2SfWcE39FrGn0GNiKHzr\nPcqun4x6z0OEn0gB4C7eI+O1LajD5qK1aevX+z9f8Sliw8PDWbhwIVdffTWaprFkyRIiIyM5dOgQ\nmnb2rxxLJBKJRHK28thj5WRmqrRrd26EpLqLOyls3GiioACuuEJMeA2Xr3VrjW7dDBFbfwVgTpwQ\n2zMc7QkTHLz5ppP9+723mZKiUFKikBzQjbLXX8f272cInD+PoI/ex3QkDQDF4SBw8SLGLl7EDnrz\n1fbbUU5ejR4Z5RKx119v56uvLMyfb+H++21s22ZMmk388YfKwIENMyc6eFDBZlPq5N57iqp164SI\nVbKzsa78iYDly7D++osrl7gq8iLa8H3+MCxD+nLlUz1x9OjJtysiufNOd0j2U1eXU36DjbxgM8vm\num8fP7KUiK4a/3ovBE6tf/Tv4+SnhUdZ8OR+ji7azi1dNtEtfxOmrEyv7cZzFBZ9xlV8RjaB7Fg1\nksB5V1B++ZXoTZvWej944iliaxNOXF4Os2YFUFiosGmTicsvr7wQdfiw+/V8iaEzgSFiBwxw8s03\nFpfAcjiEmFIUnZ49NXbvNpGQYOLCC91j1nUjV9YdGVJZxIrP2tNPl7N7t4m2bTVSU1W2bTORlKRy\n0UV/zmLcN9+45UxCguoq+tuNfXT84EOiH1qA6VhWpedpIaFkjfwLV31/D4Ud+rL+1hLXfRER4r1W\n7BNbkerCiY3/fTnw9mGX8dilW7nim3uYwucAtMjajjbqUgo+/gz7xZfWPIDzGJ9LpK+99hobNmzg\nkksuYcSIEWzevJlXXnmFDRs28MgjjzTEGCUSiUQiaZTce6+dGTPKzwkXD9zhxOnpKrfcEsQttwSR\nmioGb4jY+HjdQ8Sq1Nd6t9uJFRsICoI5c8owm8UYLRbx23BooqNF2LEeGUXpvQ+Qu3kH+R99hu2i\ni71etw+7mHHyAaJ7dSHsnr9j2bAO0Hn00XLi4jQOH1b59lszRUXugzZvXv0kOxYViVYhBroO114b\nzJgxwXXK3xThrTrd2UvPpbOIHDuKmB4dCH/gbgKWLakkYLWISIonXMfNfEonayqfv5TAX5nL183v\nwzF4CI7AUF5+WTQcVVUdVdUZMUK4u1U5U0aLHYPQUB09KprcXpfwKv/kreGfk7szkdwNWyl86TXy\nLxtHPt4WZxBlXJj9A2GPPECTXp2IvHIEwbNfw5SY4H9PFQ88RWxurup315O1a02uCstGi5aKeC4a\neDpyDgdVthPyl+o+U8Zn0QjnN5zYnBwFXRdOaa9e4j7DdTU4elShoEChSRONuDixHzt00AgKcu/T\nli3FhsPDYfnyEt59t8wVRdLg/aNPoWnwzTcW1/9Rx/dz+daZ/M4A9tGDAb/8p5KAtfe/gML/vEnO\n7v2sm/om27igUo9gV5/Yk0qNp5VxXA3n1TWOKP9ELMD2A+HcyAI+7j8bG+K9qPknibhhIgFfLPD5\n/PMVn05ss2bNmDVrFikpKTidTjp16oTFYuHmm29uiPFJJBKJRCI5SzAqFK9da3K1XVm61Mx999k9\nwok1YmJ04uI0jh8XFULbtj3zTrMxQfcs2tK7t8ZLL5XzwQcWRo1yMmeOlb17xeS6Uqij2Yxt/ARs\n4ydg2r2LoA/fI/Dbr1FKReEmtbyMwK+/YClfcERtQ/S8idwxYDIzlg3ilVeEcOvXz8n27Sa++87M\njBlUGVJaV7KyFC66KIT4eI3PPislPl4nL88tmD77zMKjj1YOi6wSmw3Thg08nLaScSylA8mQi/ip\nwGFrR2JvuwLbmLHYBw0hM9vKZ9+H0jRKIyamDHDv+8WLzaSkqLRtq/Hrr8U4HO59UFHEevaJNQgL\nE/8bxyY3VwFFwdmxE86Ondg96C4uXx3A9W028eE1i1GWLiPokHf1WMvWP7Bs/YOQF5/H2aYt5WPG\nYht1BfYhF0FAgM9d4yliQex3f4p1ff+9WzhVF4bsKWI9eyfffnsgGzea2by5qFJIL0BpKdx4YxBd\numi8/LK3qi4shIsvDmHUKAezZrnvKyqC7GyVgACd7t01zNghJx8OHqV0ewGXotM+2MZIs40cTASu\nKsPa2o4eFIweGEjG9lA6EEOvDgEo9mCwWjGZoFs3jW3bTAQH60REVB5rQ6QOVIeuw1szHfRM/5mn\nw1ZwuW0Z7coToYoFAi02jrJr/0LZDTfi7NHTdbuxGFRRxAYEQFCQTmmpQnFx5UJ2BrXNidU04e5G\nRYn/HQ6jIJdCyd/u4JJtQ1hmnUiMLRPFbif8/rsoPpJGySOPV6qofr7jU8Tu3r2bBx98kIiICHRd\nJzs7m7feeou+ffs2xPgkEolEIpGcJRgTvY0b3SG7S5ZYTolYdzgxiMnv8eMqiYkqbdue+TDDijmx\nBrfeaufWW+2sWGFizhwrBw5UI2I9cPbqTdHstyl+/kXeG/49Y45+yAVsc90frx2Gt2bzf8zmFjry\n+eHJfMO1TJrYhYAAC5s2mVm71sz48WeuQuvy5cLtTUgwMWZMMN9+W0pZmfv+efNEbq65mpmcmn4U\n66oVWFf+jOW3NajFRTxQxeN0VcUxcDC/RY7jnp+uJcnWhW8uL+WSoeKYGU5SVJTuJTY1TRTTAXjw\nQRvBwd6vW3FSHxmpV3pMWJj3YytO+LOzRQul9NZDKH6qD6UPP8tlbY4zUf2OF4csxrJ5g1dxKdPh\nVILfm0Pwe3PQg4OxXXwptstGYRs5Gq1tuyr3U0rKqR6hzTUyM1UyM1XatKn5fLXZxPExqMqJdTiE\nu2lgvLfkZIVly4QA3rPHVGX17l9+MbN+vZn162HMGAfDh7sfk5QkxrhxtQPT/iRMKcmYUg5RvjWF\n5Rymq3aIZl2OY6dQPOEiiAXWAKQBn8JNACtP/Zxi/KkfNgOtQAuPQIuJYWFRU/YRR7kllpCXI9Hi\nmp76aYYWF0ePdi2BwIYp7qTrqOlHMW/fimXbVo5+vZXpx7YQgA3j7XpSjpXNza6iz6wbsF02iqo+\nLEYxL2OBzpOICCFiV682ExGhc+ml3seqvFwcV5NJr3S+V6xObPDAA4F8+aWFjh2dTJtm55JLnJSX\nK8THa7Rtq7GFwdzSZQPfOcZhTtgHQMjMF1GPHqFo1n/BdHb36G1IfIrYF154gddff50+ffoAsGPH\nDmbMmMHXX39d74OTSCQSiURy9mCIWIfDPTHbvt3EkSOKR06seEy3bhpr1nBKhDWciK04Vru96py1\nqtDDI1jb/Q6mH72H7/+9gfAv59Jr31dE426U2omDPM0MnmYGZW8054qWV/Ay49mx8kLGjw873bfl\nYtUqMUVr0kT06vzgAwuXXebej5mZovXJ2LFCOKvHsrBs2oBl43osG9ZhTqzc79Kg3BLK9/Yx2C4f\nwxVvjESPieGHl60k/SScyzlzrFxyiXCkjVzOyEi3iM3JUdi/X2X/fhNxcRrXX1/Z+qoqvNJkchcz\nA7cTW52INXI6jWMcFATHQ9szq+hh7vzk70TpuVhX/iwKUa1agVpc5HquUlJCwM/LCfh5OQCO9h2w\njRiF/cKhOAYNQWvazMu97NvXSWamWilMe906EwsWWIiO1hk+3MGoUU5XJIKq6miaQkZGZYcsPV1x\nVbX23I9ffOF2cA8frroFlSGQAyll3uMHGDl9H9a0ZEwpyfTdmkwqycQfPYJ6sXsfhwKtQLiQpxGq\nbKAW5KMW5NOZZDqDaJX0euXHTQTyCePYH82JuDoWramHyDX+bhKLHhICISHowcHowSGVxZjdjlJU\niFJUhFJQgHosE1NWFmpmBqbUFEwHkjAdOIBaWOB6Sucqxl1CEMsZw8qwa1hQOIH2zcP4aXRJFY8U\nGC568+aVrw+RkTpZWTBtWhAWi87evd7O+ZEjIky7ZUutkj72DCfWdbeJum6deN8HD5qYPl3lpZeE\nm969u+b6fO0taM3JVT8RPu0WrGtWAxC0YB5KURGFcz6o1KvpuecCOHBA5cMPS/0JPmg0+BSxJSUl\nLgEL0LdvX1mVWCKRSCSS85CKbkWLFhoZGSrff292uU5GZdDu3es3V85fEWvg2dKoJpo2FeNPDO7P\n+k4DWbbvTRbfs5QRx7/EunwZapHb8gnMyWRgzid8wyewABxbu2IfMhT7BQNw9OyNs3OXOjUHLS+H\n334Tk93p08t56KEgDh1S6dRJjK1pSCHtivdQ8MpWQn/ajGXTBswpyTW+5smYdszLGUfe0CuJu/4i\n7n4okmuC7Vx+KkTYswXLqlVmEhNVunbVXE5SZKTbbcrJUThyRNzerZtW5Vu0WoVILSwUTlVIiLg9\nJKR6EVuxP6Znj1iD2FidoiKFEydUIjtFU379ZMqvnwzl5Tx32RY6H1zOTTHLiM455PVa5uRDmJMP\nwf/eA8DZui3OzkO4k2HkNO1DXGwXINpLxNrtwjkz+h/PnWshObmIrVvFsbnsMierVpmrzE/2bK8D\nQsxoGnz5paeIVaC4WIi05EOYUpJRk5O595vDvMpBUdAqBY8GvBCEf2go5BOBNS6SfDWKQ1khxLUw\n0baDwtr1VmyamcuG2TE7ylBKS0jeU47ZVkJ8ZAGWglyUWiSzh1NIuFYIG/f7/RzdYhHKTtNA02q1\nvYo4unXHdulwdsaMYOSLV1JKMFePsJP/nYWsrJpf10iLMHJgPTGKO4FYDEtOVunf3/16FVsaeRIc\nLM714mKFggKIiBCf68xMsfgxYICTLVvMzJkjPjzduzu9Fon08AjyF3xN2CMPEPj5fAACv/8WpbiI\ngo8+c/W3djrhgw8s2GwKixaZmTLlz+3X25D4FLERERGsXLmSUaNGAbBixQoiqwrgl0gkEolE0qgx\nCr4YPPqojYcfDuT9963YbKIojCFWPIs71Qe+RGxMjI7ZrLtcY3/bfxivd+yYQnq6ih0TjivGUHjh\naCgtZctzq8j/aAnjTMuJcOZ5PdeclIg5KZGguR8CoFutODt1wdm2netHa9oMLToGPSYaLTwSrBZ0\nixUsFrDZUMrK2LHaRrsSG4NaZzC+4Chp5NFr2yEGph5gMsm0K05BRYcExE8VlGNlU8ClLLaNZZk+\nFj2qAwdyzPxjUDn9O4gFBs+cTUNANmumkZWlsmiRmX/9y+bhxIp5s+GkJiYavUOrFwnR0ULERkbq\nLicqJAROnHD/bTwOKodeViVimzTRSUkR93Xq5H6sTQngf0eupJyxZP79VR69JgHr6lVYf1mBdd1a\nV66zgSktlWZpqbzL564w20dpS9GH3QnJ7oqzfQc2J7cm+GgnurdpQerxEEpKVYqLcRX16tVLiNiM\njMrn+OHDKgGU0TrwOKFl2bRNzCD9mRTuTc+gLam0JZWu76QSNbty1dxLqt2jbpyoOFvEQ6f2ONu1\n59s9nfn8j65c9WArJt7bhGkPN+X7pQG8P6OUbdtMvPuulaenlXP//TYeHBZMQoKJn/5VTL9+GqWl\n0L1dKKiQuquIQKuGkpeHmpONmpONkn0CNTsb9cRx1OPHUY8fQz2ehXrsGOrxYyh1qFJVl+cAaGHh\nOPr0ZU/QQP5vxVAir7iAmfNEgmlUjkLpiyJmfcgQJ999Z+H4cbF4oFZzGTJ8uaoczIohwqmp3iLW\nyKeuSsSCCFE/eNBEZqZKRIRGerpwblu10pgwwcGWLWaXEO7eXSMiAsxmsUhTXg4BARYKZ7+NFhZG\n8AfvinGuWkHElGspmPc5elg4mZmiWjnAO++cO+2+zgQ+Rezzzz/PY489xlNPPYWu68THx/Pqq682\nxNgkEolEIpGcRYSGut219u01rrvOzptvWl2Tufh496SvUycNRdE5eFA9NSGr/nVTUxUSE1WuuMLp\n9wTMaLFjVCeuiKqKasrp6bUTsUYF5uPH3WGiLVqc2kZQEH2fH8+siEnEjCxjEL9jXfkTqR+vo3P+\nH1jwdkEUmw3z3t2Y9+72702dwpWfmAY8A7MASk79VIMeEID9goFsNF3MjN9GUNhzMJ99q9D0awv7\nnwyEg+JxrVvrrkm3Z99YQzDecIOdN94IYNUqQ8SK+w2nqkkTnbQ0hT171FP7pvr9Gh2tc/iwdz9S\nz+JOhhMbHu4+r1JT3YXAjDF5HjtxvE1ezjFAYqJKebm4rbBQQWvfgbL2HSibdgeUlWHZtAHr+t8w\nb96Iads2TLYyKtKOVDicCv9dBngch8NQRgC5RBN1ZSSPnQxlKgG0XmpmnGrBUlhO2OUlmBw2FFs5\nSlkZd2fm8A+KwNjM7+Knv+cGfQQ2aqqJZK0t2REd6HNdW5zt2vPZpi68vrQbqbTlp/kOevQQx/K9\n64JYi5kpg0vQI53ExCqufVixknenThoJCSYOHFDZs8fE4sVmNE2hc2cngYEAKnpMDM6YGJx0qXmQ\nus4HrxQx/z95NCeTZmQxrt8Rrh6UjnriGAd/OwEnsmndpJhQiqG0FKWkGKVCyV9dVdFDw9BDQ9HD\nwkQYcrPmaM2a42zZCmfnLjg7dUaLawqKwsKZVhavCOChbuWAKHDmWVCua1eN6GiN3FzRL7fiApyB\nIQADAyvff889dpo00bHbFT7/3FKpCFhNTiyIaJCDB0XxqK5d3YtGrVtrXH65g+nT3Y/t3l1DUcRn\n5vhxhdxcRYQ4qyrFM15h494oRm54CQDrhnVEXDeB/IXfkJIS53qNxEQTq1ebGDHi3Og7frr4FLHt\n2rXj66+/pqSkBE3TCK2uPJdEIpFIJJJGT/PmGoWFJvr2FRPeN94o4+qrg9B1xVXUCUQ4Xbt2OsnJ\nKgcOqJV6Tnry0EOBbNhg5sYbbbz2Wnm1xYoMystFGKDJpFdZ3dWgWTOd9HTxt78i1pjseuZHeubL\nWa3w5JM2QMXBYByDBvNVhIWZz2k8NXIdDw1Yi3n3Lsx7dmFKO+zXNmuLpprYp3Vll9qXq/6/vfsO\njKpK3wf+3CnpCSQQOoQqRYpSRBcQBRV0UYqgoGIBdy2LyrrCYq+IBf2pK65rW131u6hrWQtWXEVB\nRUWKtAgiTQQCIWTSptzz++NwbpmZJDMhyZQ8n39CJpM7Z+69Ge573/e859be8A8+Af7jjodIScWV\nIzOwCU68MKcCzZr5cd55Ptx9d6pRwtupk1xCJS1N4MABB0pLZYOlAwfkBfY55/jx1FMpWLfOib17\nNSMTq+b4tWghsGMHsHatzMSq8vFwVCbLWqoZLoh1OIBTT/Xj7bfd+OQTFy6/XGbpiorsawEDZqY8\nOIhV6/YCslOvTVoafKeMgu+UUQCAl54TeGXeBszsuQzj23yNvF83wLF1Cxx69Rf/aahCO+wBtu5B\nNwDdAGALUKCesNr+/Ejb7wiXC4ECGaAGunTFw//thS/39cScJ9sjs08HnHRyLrrk6fhmgVz+6IsN\nqSiELEE9eNAcb3BApfaZNYhV53b37vI5S5e68OabZnnzaafVIfjRNPxhXjbGXpiDTZu6YObMdLz8\ng4YHL6jEJXf7cOXEdCzf78IV53px991HonYh5B+xpsmDr2lyjmwUKUQVUHbpYj//rrnGiy+/dGHw\n4ABatxY4eFBWVVQXxKpMbLiS+KFDAxg6NIAXX3Rj8WK3sY8Vc5/XPKVBfY6Yze8EOncW6N07gI0b\nnUhNFcb7aNFCYN8+edzU544uNIxfMx9XIRcPYi4AwP3DKjSf+Hv8NmUJgAKkpQlUVmp4+ukUjBpV\ngaag2v8malpCR9M0/Otf/2qQAREREVH8at1aoLAQGDBAXvCeeGK9nCgHAAAgAElEQVQAl1/uw9NP\npxhZIaV37wB+/tmBjRtrDmLVBen//V8KdF3DY4+FZsmsrGWm1ZUJAmoOrwwnIg9i5TjXrXNA1zXk\n54ef82k1YkQAdyITT2w8DTNfOsnoWaMdKoZW+BM+fXonumlb0SdtmyzNPHgAjqID0DyHAZ8fmt8n\nJ2CmpECkpuLX4gx4kIXOJ7QE2rTCR6vb4PMd3bAF3bEF3bH4q1Y4YWRLVFZq2HZpqVGWu2a1A5s2\nOdGypY7TTpNZ4exsYNIkH156Sb6JTp1kxqegQMfmzU5s3y6Pjdqn7doJDBsWwCefuPC//zltc2IB\nMzDdujWyTCxgn1uoxirHZj5++ukyiP3oIzOIVeueWrPtKhjZt88e8Pzwgxk2qvVblfXrHejWTT+S\nZQQ2b0vDNzgRp085Htq1V6EYwJb1Pvzx1N04teVaLJi+Gj++uxuVP+1G35ztyKvcA80b4XJGFj64\n4G3WEltKWuFwSj72pnbAutIumDavLa55+BgUervgsw05yGpuXo4vfDULJdDw6Cmlxnm3d6/ZHMja\n/Er92+ORnZDdbmFUQ6jz3Z6JlY+pudVvvSVf94wz/Ljzzkp07Vr3pbA6dhTo2DGABx+sxDXXpOOJ\nJ1JwySU+Y4zr1ln+UDUNxsGoIxVAduliH/MVV/hwxRXy/GnTRmDjRrn/+vULv52ayokVFWCqTtbm\nGOT31Wdi5eOqA7KqfFA3+8aM8WPjRid69jQbQ9mWmzpixw4NZWUaFmIOyh1ZeFz8CZoQcG3cgEmP\nnYH5+BSjJufjpZdSYrZebyxUG8TOmjWr2l/SmkqxNREREdmMH+/Hzp0O/P73ZunsXXdVYexYPwYP\ntmdyevfW8d57Nc+L1XV7QPL66y48+mjNSZna5sMq1uZO0ZYT790rx9y+fe2/17evjk6ddOzYITsG\nn3mm3Dd6s1xc/+8RePm/KcjOFigs9NS6QkZxMdCzZzaysgR+flemFD+8I9VoAON2C7Qq8BzpnCoz\npZmZcoyLF8us2rnn+uE2E2yYPl0GsS6XMILOTp0ENm+WJY7HHKMb3XZzcwVGj/bjk09cWLrUBVX1\nqYLY4P1Y0/6pPRNrPnf06AA0TWDFCueRoEx2P27eXKB/fzNIMI+P/QRZvdo8x8rKzJ99+KET06dn\nYPbsKtx0kwxE5bqcZjAHAG0K3PgR/bDF0xe3zDsH13yZgW/hxOKnyjHqVD/OPwco/OYwXnh4N159\nwY8Na3Tce1sJPluqYenyTPxptsBpv3dCpKRib0kafndOJ1SlNcP3X5XjuD5ZSNUERBXghYYZV5Zi\n++sZ2PGTE9t3l+HY5nIcgQBw+Ejz3WbNZHJSNQcqLZVl1ypjDpiBztq1Tui6hv79A0Ywpv42agpi\nhZCPX365F9261c9azurcV8dH3QRZt85Z49zUaKmAMjgTa6XOFRlEhs8yq3Li1NTq378KUq2ZWF03\nM6s1lRPL1w/OxMrnT53qwyuvuHHuueb8YGtzJ2X9evND4wn9KrTvk4kbN8+AFgigzaFCLMPJ+KL7\nEryEnigqsndDTmbVBrFDhw5tzHEQERFRArj4Yh8uvtjelMXplNnIYKq5k2oCFE5RkVyKJC9PR0WF\nhooKDeXl9oxduN8Bog1iI+t+Glx2aMyHrYHDAfzhD17cemsannzSbVzI339/Cl5+WQafpaUafvpJ\nztWriTnX1xxHt27m77RrJ7PPubly+Y/iYg3t2wsIYWbWzj/ffnyOO07HLbdUISdHGMFtQYHc5vbt\nmhEM5eXJbY8aJcf/2WcuHHusPK7VBbE17R/13OqCWOu/W7YUGDxYx7ffOvH55y4jczdunM+WCVfd\no1V26/77U1BSohmBKWAvJ/7oI7lPvvnGPAfV2sHHHGOes1lZQE6OwOHDGrZt07B2rXzOwIEBQNPg\nyknHbuRgT34evnOmYhWcKDupDHsPuPH58hQMy6jCKQNkkPz2c24cQhrOPNWHFi0EUlKEMV+3VSsd\nGRlAQYHATz/JwEZVMBw+LAPLnBxh3Oxo00Zg61YNv/3mQE6Obgtu1HFbtUqO9fjjzfejyol//tmB\nAwc0uFzmEkldu1qC9zZ62L/dusrOljdayss1VFSYY1TznY8m26scOgQcPOhARoaotkwYsGZCq4/o\naionVtq1E0hNFdi3Tzb2ysyUXYarqmQzu+pmWqpy4HDlxADQtavAmjVltt8Jt9zUhg3y9847z4dX\nX3VjwY7p+NNTDuRccRk0vx/d8DPaLzoN/y/jU6wt74GSEtQ4zSJZNJ2cMxERETWqSJbZURmb1q2F\nEeyoeZjViTQTqwKe2ubOWqWl2ctfI8nEAsAFF/iQnS3w1VcurFnjgM8HPP20vDLu0UPuB7U0S03M\n+YtmoGENYtUc1OB9VVkpL+xTUkRI6bamAdde68Wll5rBrQpid+xwhHQB7tJFoHv3AEpKNHz7rRyz\ndU6skpsrarzZMG6cDyNG+G2ZpurKiQFZ1goAL73kNuZqTphgb5ZlzcTu3KnhoYdS8cwzsgw9JUX+\nzFpOrMa/ZYs8Bz0eYPduuZ8KCuyvP3y4fK1HHklFVZWGHj0Cxnmjst1lZRrKjsQdGRlmEK/WGwXM\ndV7PPFN2irWumauydtabCIp1TV6lbVv79q3BjcpyqlJqaxCrjtOmTU4IoWHo0IBxAyMry+wqPXmy\nr9bqgGhomvnaO3c6jEwnYM6jPlrW+b81ZRzNTGxNQWztmViHw8yeqteubT6sfP3w5cTq2IdjLQNX\nVBA7cqQfmZmye/G+EeNx6LmXUXVkfnTa/l34qGokemODcSMs2TWNd0lERESNrnNngfR0gd27HSgp\nCf8cVUrcqpUZxAYvtRIsXLYyHJWJzc2tee5sMGsAqYKI2mRnAxddJIO1p59OwapVTpSWaujePYDp\n0+Xj339f+yDCBejWzFmHDvbsptpXKnDLyYks6DaDqNAgFpAlyYBcH9P6etYgtrYsdffuAq+/XoEh\nQ8znVVdODADjx/uQni6wdKkL27Y5kJ+vY9gwe5ZQHVMZxMr9mZkps50qA62WwCkuNqsA9u934PBh\nM5jt2lUPaSA2dqx8z6++Kn8waJA5bnsQqxmPqfGoIPPwYWD5ciccDoHTT5djtwaxKnBWQZF1maNw\nQaw1EPP77Td4VFZWBbHW5V9atrQfm+COtaee6kdWlsCFF9ZtqZuaqHNEZbwVld0+Wj//HL6pUzBV\nOq/Ok3DUVOea5sTK15LbCg1iqx+DNRPr8chS8NTUmrPHNZUTH3usjo4d5evt3OnAjv5nYRzeRfmR\n1YNbB/bgM5wC77fRdUNPVAxiiYiIqEE4ncAxx6j1YsNnYayZWHWxH3kmtuaLWBX8BWfcamO9yIw0\nEwsAl14qr4jffdeF99+XgdAppwQwaFD0mVhrENu6tUBGhjgyHvmegveVKqGNdBEJVdK4fbtmXDBb\nA9TzzrMHN+r1rGtnRrNvFGsm1hrQAvKmx3/+U2681jnn+EOyhC1bCmiawIEDmtEQbMwYP3bt8mDu\nXLn/S0vlc7/7zv7LW7c6UFgYOh9WOf30ABwOAV2X+0MdN+u4y8pgCWKtmVi53aVLXfD5ZOZT7U97\nEGs/J8MFsdZKADNod4Tc3Cku1rB3r4ZduxzIyhJG12FAlpM6neZ2VKMvZeHCKqxd66m3ubBW1Qex\n9ZOJra4zcTBVLq6OeTiVR3rI1da8TQWrai5ubU2dAPNzZO9ezQh6O3bUa7yhFtzYyeORAbPbLdCj\nh27cxNq1y4Ft2xz4BKfjzz3fhZ4p//BbYT9OuuksuFavqvkNJQEGsURERNRg1BzQxx5LwaefOhG0\nPKRRatemjW5cvNcWxIZbPzScTp0EFi8ux6JF0S05obJfQM3dd4N16SIwZEgA5eUannlG1m6OHOlH\nv3463G6BTZscRoBVnXBBrKaZJcWq+6wqc1WBjco+BgeG1VGZwB07HEY23JqJ7dhRYMQI/5HXF0bW\n1Dq3OJL5wsHU+FJSRNjs15AhOt57rwyzZlVh9uzQjsAulxynEJoxF1Rlp6zZUgBYudIeNG3Z4rDM\nhw0de4sWAiecYAau9iA2tJw4M1MY2Ta1pvCKFfI1rcvVWDOrZhAbWk5cUmJfzgiwz+u0lhIDMtBR\nDa2OPz5gC44cDvOGQ7t2eshcbIcj8hse0VLnkdrX6txdty70778uzCC25o0VFMi5rLt3V/93F0lj\nJyC0uVMkmdjUVPn3EghoRrZc3TyqTnAmVk3FOOYYHW63OZ1g1y7NyEgfGjACJa++iXJ3M/m65cVo\ndu45cH3zdY2vlegYxBIREVGDGTlSBkKffOLC1KkZOPvsdPz4o3n5UZdMrArcrFnB6owaFYi6mYw1\ngIw2UJs8WWYwvV7ZTGfYMLmebt++OoTQsHp1zdmo6ub7jhgRgMsljMDK3Ffy56qcOHieaXWysmTJ\nqderGeWKwTcFVDa2eXOzq6w10K1bJlbUOs7u3QVuu81ru5lgpR5XmVYV2GdmyoC7vFxDIGA2c+rb\nV+6zrVsdRgOocEEsYJYUZ2QIW+CnMrElJRq8XrlGcWqqzLalpAjs3y8DpQ0b5Gv2728GsdbzVM2h\nVO/BWjaqzutwmVhrEKvK3Q8e1MLOh1XUsRo92t+o3WrVeaRKt489NoCcHIHiYs32fr/6yom5c1NR\nXh7d9lXgX1MACcgbHiqADs4KK5GXE6tMrNyOOo+s2e9w1PFT56J1Le1wgufEqvOpTx/5eyoTu2OH\nw8gKd+2qwz9kKJ6a+gEOIA8A4Cg9jObnT4R7+Rc1v7EExiCWiIiIGszkyX58+mkZbrihCi1b6li5\n0oXzzkuH70i1qr2xk3ystjmx6ufWjFV9Ug1ZNE3YOhxHYvx4H9xu+TuDBweMbFekJcXVzfe9/fYq\nbN7sMQIrld1T2TuVaQqeZ1qTnj3ltj79VI7JGqACwLhxfgwaFMD48WZpsb2cuC6ZWPvXulDHZNMm\nua9UdkrTzO3KLKV8X1OnyvFv2eIw5siGKycGZAlzTo7AWWf5bXNmVfCtbjLIgFkGSqoL97p1TmNM\nKugA7J1iVeCVlia3pxoLAeaxDD8n1mEEgCpwOnhQw6pVKogNfT8q2ztmjD/kZw0puJw4L08YgXmZ\npRnvww+n4PnnU/DGG+Z6UD6fXBappsC2qEhut6a5pYo6x8OVFAsBVFaqTGzN21H7fONGB6qq5Htz\nOESt3cbVufrxxy7bdqqj3lNhoRPnnpuO++6Tdc6qS7iqOti1S8PmzfLYq2kT3r7H4RR8hpK0VgAA\nrbwMzaadC/enn9T85hIUg1giIiJqUH376pg714uvvy5Dx446ioocxsW+Wo+1VSsRkl2sTjSZ2LpQ\nF5KtWwvbequRyMuTmS9AzodVjjtO/lstHVOd6ub7apo9QFX7qq7lxABw6qlyTCooCM7EZmYC779f\njgceqDIea9YMcLnU/Nzo978aX6QZ43DUTQa1zqk1u6W2v2GDA5WVGgoKdGP94k8/deGXXxzIzRXV\nZmI7dBBYu9aDxx6rtD2u5iSr0mv1PWBmXZcscaG0VC67Yr0JoY5VerrZ1EcFTVXmrjWOpTXoVY3F\nfvvNzGJ27qzD6ZRdatVNkXCZ2LvuqsJTT1UYDaYaizqP1DmZl2fO6bau4bt7t/z3l1+aN3buvjsV\n06dnGJ29wykull8juYmljrMK+KzUjTSXq/bGb506CeTlyc+u//3PiUBAQ9eucrmkmqjjV1wss/fj\nx9d8Q6FlS4F77qlEZqbAF1+4cOCAA4MHB4wGXGY5sSNkaaWWLQV+RD/cMPgTBNq0BQBolZVodvFU\npLzzVs0DTUAMYomIiKhR5OTAmHOoSkHNTKwe8RI75sV+wwSxap6jKt2L1vz5Vfjzn6vwxz+aczpV\nI59duyINYmt+7eB9pcqJowliVbCt1PaagAymVXawttLIcHr21JGRIcIGXZEKLjO2BtPq/auyz9at\ndSP7pYKqCy7w1djIJyMDIZ2LVTmxNROr9O8vt//66/KXVGZWUcFWQYG5JIzLBTgcAn6/LH0GYHTw\nDpeJ3btXs3WRVtssLdXQurVunLNWnTsLTJjQuKXEQOjNEBnEyn+rDKsQwK+/ymP05ZdyruyePRr+\n+U9512jNmvB/J7punvPRBLHhMrGRlhID8rwfMEBuS639rNb3rYn1XD3jDH+1JfJWf/yjD19/XYZ5\n86rwn/+U4733ytFMTnc1SufXr3fgwAEHWrbUjXm26u/3h4o+OPTf9xHo0FGO3etFzuWXIO3Zf9T+\nRiO0f7+GyZPT8d57rtqf3EAYxBIREVGjUVmxVavkhavKbFnXia2pnNjvl2WXmiaMC7v6duKJAVxx\nhRfz5lXV/uQwOnYUuPFGr61k1lwao/r3JkTkQWxwJtacExv5OPv00W1LCNXWKEt56KFKPPhgZZ0y\nsa1bC6xf78HChXXbt4C9jDQ/X0d6uvkz9f5VENuypUBOjpnZ1jSBSy4JbRhVG1VOrM5X9T1gZmIP\nHAgtJQbMbJx1vV9NC83GhltiJy1NHmufTzPmmOblCduxOv74QKMHqjUJLkuX6wnLx8rL5UBLSsx/\n79vnwJYtDjzySIpRXq3ea7CSEkDXNWRnR1YlocqJ1RxWK7OUOLLzWN14+fhj+zzVmlinI6iltiLR\nurXA9dd7cfLJ9mOr5mD7/fLBwYPNn6u50kVFGvQuXXHo7Q/g79YdAKAJgewb5yDznjtQH921Fi92\nY9kyF557LspSlXrEIJaIiIgazcCBam6oA8XFsgFSTo7M1ESSiTUv9BGy/Ep9cbuBu++uwskn118Z\nZuvWAi6XQFGRAxXVNEsuLZVzJDMzhS3TF07wvlJzDaMp09U0+9Ir1s7DNRk1KoBLLqn7+qJqPmld\nWbNZKjNlblt+r5ZAUTcDVDZ29OiA0VwpGup4HDxork2r9O6tGyXWANCnj/28GTkygPvuq8Stt9oD\n90iCWMDsULxhgxnEWrOQ1vVh40FNmVhVTqyysMqzz7rx0ktuaJr83Z9/dhgZaqto58N36SKPzc6d\nmm0+LmBmYmtbXkdRUwLUEkxqnmpN1Lzx9u11o3z/aDgc9o7p1rWM1c0DdSNM79ARh979GL5BQ4zn\nZDz2MLJnXWG++Wq8/LIbr7xSfZb1s8/kh6/q0hwLDGKJiIio0Rx7rI7UVIEtW5woLJQXQmqOYyTd\nidV82YZq6tRQnE7z4lPNBQwWaRYWqCkTG91+GT06cGR8wjYXM56poA4wM9yKev/q4lpd2J96agBu\nt8CsWdFnYQF70Cq/N/+dlmZm/IDQcmK3G5gxwxfSJVtlAFX2sbogVgXtqiS2RQthmw9+NKXZDSH4\nZoh1TqwqJ96zx/438NxzKfD5NEyb5kO7drJr9o4doX8n0c6Hd7tlBlwIDVu3yv1XUiJvHKibB5GU\nEwOhzbMiKSceOTKAyy/34tFHK+vtppv1nLcuA5WdLc+p8nIzYBctWuDQ6++g6oyxxvPSXluMZhed\nB80Tft0hjwf4y19Sce21acb8Y6uyMrPb8u7dWm3xcINhEEtERESNJiUF6NdPXoQtWSLv9KuL9Egy\nsWqZkUQLYgFrSXH4y6/qOhOHk5kpG9KUl2uoqqrbnFgAOPlkP9q31zFoUKDW5jbxwpqJDZ63rEq4\ng4PY667zorDQg9/9rm4BX2gQa/9ezYt1OKpvGhVMBU+VR3pIVRfEquqFQMAM4KzZTpUhjBeySsLe\n2Cq4nFhlYk84wawEOO64ABYsqDLKrsOVFNelM7nZ3EkugzR4cBamTUs3bh5EWk7curUwSsObNRMR\nrSHtdgP33lu/VR3qnHc4hO3Ya5r52aHmTwMAMjJQ/Oz/4f+yLjceSvnsUzT//RnAtl/w8MMpWLnS\n3Nd79jig6xqE0LB8eWg29uuvncb6urquYdeu2NSyJ8jHFRERESULlT0IDmKDs4vhNPTyOg1JXXxW\n19xJzbcM7kwcjqbZg361xE60S9dkZQFffFGGN96opsY5DlnnxAZnYlUQX1Gh2Z6raai1RLsmwb8b\n3JVWzYvt0kXU2rFWCV5mp7og9s9/9mL4cDPYs5YTd+8eaLC54XXlcNgzpfZyYvn111/lex0+PIBB\ngwIoKNDxwgsVSE83lz8Kt7ZrXW5iWZs7/fijEyUlGjZtckRdTgwAAwbI43zssbGbh6w6FPfqpYf8\nvasgVlV1KHcvyMSFnqdwG+40HnNtXI/s0adixX1f4557zHS0NUtu7Ryt/O9/9sA22pLiffs0/Oc/\nLjz9tBv+o1j9iUEsERERNSrV3GnHDtVBVl54ZWXJDE5ZWfUlaokdxJprPIYTTTkxYC+/Vp1367J0\nTVZWdBfysZaSAuTlyX1ZXTmxEtxkqK5qy8SOGuVHRobAmWdGPlfYOifW65VZSqdThAQmqanA889X\nYNCgALp21dG+vTDeV7j1YeOBGp/LJZCdjWozse3aCSxZUo4VK8qMDssqiFXlv1Z1+ftXa7lu3uww\nGjypCgYg8nJiwOyuftxxsdvvKjMf3F0csM6LNffdtm0anngiBYCGu3Eb/jboGYgjf/BpngP4BKdh\n9JanjIZP1iD2iy/CBbFqrWU5jmiC2JUrHTj++ExcfXU6br45De+/X/fuxgxiiYiIqFGdfrof553n\nMwIOlZkNzi6Gk8hBrFqSpvpy4uiCWDWHtbhYq9M6sYmsWzcBTQst3Q0OAOsriLV2QAZCg9guXQS2\nbvXg1lsjnyCobhxUVdmzsOEyfDk5wJIl5Vi+vAwpKcCECX5cdJG3znN8G5oqd87Nle8neIkdlYlt\n104uO2TtNKyacIXLxB5dObHTmFdcURF9d2IAuPxyH+6/vxKzZ9e9u/bRGj06gKVLyzB3buixV1Uc\n1kxs8OfNO3mX4NAb70HPbwUAcMOPe4r+hOxrrgTKyvDbb+bzf/rJaQtqS0vlY2lpApMmySB6+/bI\nw8kffnDC5zO3dzSNoRjEEhERUaPKyAAef7wSGzd68MMPHowbZ2YUVGCWjEGsWU5c35lYGOXE0Syx\nk8j+8Y8KvPVWhbH+rhIcxEdSmh0JpxNGcyIgfGmy0xld12VrOXFJidl1uzqaZnbkbtNG4OGHq0Ka\nSMULFcSqsmK171R3YhUYhVvfVgWx4ebEqnLiSBs7AUDXrjqcToHt2zWsWSN3oBAaDh+W24qmCiEt\nDbjsMl/Mm6D166eHzSCHmxOrPktVw63SUsB/wlD8+M/PsQrHG89Le/XfyB17KsSGTbZtWkuK1Xma\nlyeM46Q6gUdC7XN1Pvz2W91rshs9iPX5fJgzZw4uvPBCTJkyBZ9++im2b9+OadOm4cILL8Qdd9wB\nUQ/rFxEREVF8S0kB2re3Z55qWys2kRs7meXE1a2BGd17s8+JrXs5cSLq0EHgpJNCm+VYg1iXq37X\nErYHsUe/n63lxKoLbPB82EQVHMSqoD+4nFgtQWPVtq3sZlxU5MDBg/af1eUmVmqqXGpH1zV89535\nt6eCO3UzIRmoIHbv3tAgVi1HpQLJpYWdMRxf4nlcYjzXtXkTbnl7GC7Dcxg8SN5c/OILs+RXVXxk\nZgoUFMhjF00mVr226uYd3KU6Go0exL7zzjvIy8vDyy+/jGeeeQZ33XUX7rvvPlx//fV4+eWXIYTA\n0qVLG3tYREREFAfUxWlJSfifR7vERjyRAbvAnj1a2IYmah6wtbSyJtZGWEczJzaZWMuJW7YMX5pb\nV9aGTfUTxMptVFaamdhmzZLj+FnLiQHYltgpLZXBUEZG+JsMDoeZjf3DH9JtgWddb2KpkmIhzBNC\n3ThIpPngtWnfPrR5nBnEyn2gPis+/9yJCmTgMjyPGXgWekoaACA9UIbnMBP/Kp2EfOzDtm3mPlON\nubKygM6dVSbWgUjzjyqIVcdjz54EKiceO3Ysrr32WgCArutwuVzYsGEDhgyRC/GefPLJWLFiRWMP\ni4iIiOJAbZnY6jq4JoKUFNnEKhDQwmYg1BIqbnd0mdiiIs2SIamnwSYoayY20rLsSFkD10g7ENck\nTcYMIXNik4FafqZNm9By4t27ZfjRtm31Nxkuv9yLjAyBL75wYcqUDOhHErZ1vYllXcdXUfs8mYJY\nNe/eusauWltbTWdQgeTy5bJMuEULHf/EDHz50Gfwd+tu/F7vwnfwI/pi0I7/Go9Z5943by5vupSX\nayHdkKtz+LD8qoLYhConzsjIQGZmJjweD6677jrMnj0buq7bfl5aGn7xXSIiIkputTV2qsucuHhS\n0zI7viONbV0RNuxUpZiFhfJiNDNTJMxarw3Fmomur6ZOivUGQX2XEydbEDt+vA+33FKFP/1JlheY\n5cT2pk7VmTrVjx9+8CAjQ3YrV6FBXefEh1u7V20rmsZO8U6V+O7caWZHVZZfZWJLS2Vjq6IiB1JS\nhNFpeUfzftj/wRd4AlcZ22uF/Vi0ZzJyLp4Gx66dtnJiwMzGbt8eaRCryonlVIDfftMQqOMSujH5\nqNuzZw8uueQSTJgwAePGjYPD8olbVlaGnJycWAyLiIiIYqy2TGwiN3YCzExJuIs+VWIcaTmxmuO2\nfr28jmrqpcRAaDlxfbIGrvWR8U5JMRs7JVsQm5UFXHut1zhHzXJizSghDdfUySo317xZpfZPXTOx\n4YJYtc1oltiJdzk58hyyZkfVPsvPF0hLs1eC5OYKY18WF2vY68nCn/AEzm+2BIE2bY3tpn7wHvKG\nD0GP/z4CN7zG+a+C5ki7DKsgNj9foEULHYGAZmtCFY1GD2KLioowY8YMzJkzB5MmTQIA9O7dGytX\nrgQALFu2DIMHD27sYREREVEcsK59Gk6iB7Eqc7FtW/WZ2EiDWBUQq6wug9jGKyeuj0xsMpcTB1Pl\n12VlwL598r22bl17Z2U1R/jwYbmua3m5BpcrdC3d2nTvrsPhkNtSX5OxnBgILSm2zrdWnxGqGVNe\nnhnEHjxoBrebO5+B4s+/wgvumcZ2tfJyDHvrJmxAH5xa9MwQnrkAAB+VSURBVBogBLp1q345pHDU\nWHJyhFFqXtfmTo0exD755JMoLS3FokWLMH36dEyfPh2zZ8/G3/72N0ydOhWBQABjx45t7GERERFR\nHAguJ163zoG335b1tRUVQEWFBrdbJOzczx49qr/o8/vle3a5Igtk2rYVtudGe2GfjOzlxPW7/Ez9\nlxObmViVocrJSc4gVu2v8nLNmBKgmj/VRAWxhw5pthtY0TbsSk8H+vSRS+306yfPi2QsJwasQaz8\njFGfpbm5wliCSwWxzZsLW4M4M0uuQ+Tm4c4OT2EYvkR51z7G9rtjK/70+YVoPvZUnCY+BiCwcaO5\nDE9NVFl4To6Zia9rc6cIZ13Un1tuuQW33HJLyOMvvvhiYw+FiIiI4oy6oFIXun/+cxrWrnXi/ffL\njGYxdbmIjReq6+rWrUc/J9blkg10VMYleI3UpsgaaMZ7ObEqY62stHd9TUYqE2sNYiMpCbYGsUc7\nH/7ZZyuwb58DL7zgxpo1zqQsJwaATp3k/gkOYps1E8ZNEvWZkZsrbJ+5qtGSypLm5Qms2DYM/3to\nBUaufQKOex9ERpVs6+z+YRXO+uFsfItBePb7OUBgjLmQcRhC2DOxbdse3TI7TXz6PxEREcUTlZ05\ncEBe2OzaJb8uWeJK+KZOAIzyu59/doQ0NIk2iAXMOWkAy4kBuTyLmn/ZqlXDNXayrhlbV9ZyYrV+\nan1sNx6Z3Ymja87WvLn8WlKiHfVUgi5dBIYODRhjUdtL9nJia6m6+oxQAW5enjA+cw8e1Iz1e9UN\nQ+NnpW5UXDULN0/diAcwB36XGfkPxvf4e9FUND9xINIffxTavn1hx1VRIatN0tIEUlPNQLmuHYoZ\nxBIREVHcsF5QBQLmheaHH7oSfj4sIDNtbdvqqKrSsHOn/eIt2sZOgHnBCsAoFWzq1IV6Q2Zi62OJ\nHWs5scrEJmqZfG3S0uRcVK/XbDgUTSa2pKTua8QGS0+XX8vKkrucePt2B/x+oLRUg6YJ5OSY1Rqq\nnNiaiZXlxCoTK7dhnS8LAPt8ufgrHsA/b1yHiktnQqg7MQDc27ch665b0eK4Xsi57CKkvPeOWWIA\nOQ7A/Ps82nJiBrFEREQUN9RF04EDsnxQCHnhU1joxMcfyxRloje/qa6k2OeLbp1YwOxQDLCcWBkw\nQEdurkCXLvU9J1bu39RUEdWNhupYl9hRAVV9zLWNR5pmBv6quiK6IFarc2fiYMH7OFnLiXfudFia\nOskqBbUAjMrEBgexavkjFWCan8fy+WqJHXTsAM8D/w8Hvl+P//Sah2I0N15f8/uR+t7baHbZhWjZ\nuwtypp+PtBefR9W6LQCEMQa1xFJwOXFRkYYPPnAaSwRVh0EsERERxY3MTCAtTaCyMjRT+fe/y7q/\n0aPruLBgnKiuo6fKxEZTTmzPxCZnABStF16owPffe+o9M62ypPUVaFozscleTgyY7+3gQbOUtTbW\nRm/1VYkRnEVPtkysWg92925zHrG6GaA+I8x9aR6HoiIN69fLOa29eoXPxAbfbBH5+Vgz+Q50wC5c\nk/UsvsQw21i0ykqkfvg+sv9yLQZdcDz2ojWeKjoXGQvvQ7+N/0E/rEXJ7jKoiNXvB847Lx0XX5yB\nNWtqDlMbvbETERERUXU0TZYU796tobBQXsQ4HAK6Li+exo3zYfp0XyyHeNRUh+ItW8IHsXUtJ07W\npkDRcjobZl+oIKy+Sn7tmVjU67bjkfW9OZ1mRq4m1kys2l9Hm4lNT7f/frLNiU1PB1q10rFvnwOb\nNpkZVyC0+7U1E7t/v3xuq1Y6WrcOmhN7JIj1eOTvWf+++vQJoByZeNwzA49jBvqnbMQU78uYkfcm\n2h3cYHu9VtiPUSVvAQ+8hT4A1gLAVkAUpEHPa4H9egs881saDqR3wLFiLoCh1b5PZmKJiIgorqiL\nVBXEDh8eQH6+jl69Anj00cqE7UysqExscDlx3TKx5kUpM7ENSwVh9ZUttXYnbkqZWEAGT44IohBr\nJja4c27dx2H/PtnKiQHzc0FlM9XNgOApB3l5Aunp9mMzYIBu+zlgDWJDO6H37m0+v317HXOeLcCt\nuAcTuq3Fga9/gOeO+ag6fQyqMsyS42BaZSWcv+5Gm9/WYihW4qyKN9Di0fk1vkcGsURERBRX1N3/\nwkJZ2lZQoOPbb8vw8cflSdG8qLq1YusyJ7ZVK2GUQ3JObMNSJZT1lS1NSwtt7FQfDaPilfW9RZpN\nVcHX4cNmEKvma9ZVcCY22cqJAaBrV/kZ8+238jNU3QwI/vxUWVhriXa/fuZ0DWuPAsAMYq0l9e3a\nmUv3zJjhw3HHmZ9vgS7dUHH1NTj88mv42+270Rfr8MzQv6P8qmtQdcZY7ErthkqEv4vgG1J9FhZg\nOTERERHFGTOIlUFey5YiqS7u27cXSE8X2LfPgcOHzWYrdVlix+GQc+C2bHEyE9vA+vcPoEePAM46\ny18v21MZwJISDbquISWlfhpGxStr4BN5ECu/Hjqkwe+3d86tq+Bsd7KVEwNA374BvPqqG99/bw9i\nw5UTq6+7d8vHrJnYFi3kv805sfJx640cTQMuucSLFStcuPhiL3JyZFXIoUMaioo05OcfuRHhcWI9\n+uKHQcdg/B1VAIDXXnLj+utTMfz4UhzachDu0oP4x2Ml6Do0D3qXrqhpVgCDWCIiIoorKojdvl2z\nfZ8sHA6gQwcdP/3kxK+/OpCTIy8U6zInFpAXnVu2ONGlS3Ltp3jTvDmwfHl5vW1PZQBVk51kng8L\n2IPHaDOxJSXmEi1qvmbdx2H/PhnLifv2lZ8pXq+5RiwQOuVAPW49Hv37h2Zigxs7BVd93HqrF4DX\n+P6YY3R8/70TP/3kQHGxwIEDGg4flj+zBtLnnOPDjTem4ssfcgDkYODAjug8tRyR3KZgOTERERHF\nFRW0quV1ki2IBWBkJ/btMyf41iUTCwAPPVSJFSs86NmzfpeUoYalgicVICTzfFigbuXEKsgqKnKg\nqkpDdrY46qZdTaGc+Nhj7R3cze7E5mNZWcLIQqvj0bKljnbthOX3ZGO9Q4c0VFUBFRVyzdnaKmPU\nlInNmx2YNi0dkyalY9Mmp20sgKxCOfNMs7Lh0ku9iBSDWCIiIoorwUFrMgex+/fLACYQkEG7pgk4\nndFtKyMD6N49+fZRsjPLieXXZF0jVqlLOXFqqj3oPNpSYiA0E5uM5cS5ubLaw/o9YM/EWo+BKivu\n10+3Nc5zOs2fqfV9MzNRa3M9tRb222+7sHOnA4GAhuXLnSFjAIDzzpN375o3Fxg/PvJSfZYTExER\nUVwJvsBtCkGsysIm85xIslMZQFVxkPzlxOa/o1kmp1kzgYqK+ulMDIRmYlWDrWTTt28Au3bZuxNb\nA0hrMyeVfR04MHQN7rw8gQMHgB075LYiaSB3zDFyO8uXm6GmagoVPC931KgAbrutEn376khPr/19\nKQxiiYiIKK60bClq/D4ZBAexdVlehxJbWpr9++QvJ44+EwvIAOy33+S/6yOIDb5ZkIyZWEDOi/3g\nA/nvcI2drEHsxRd7kZkpMHly6Brc6lhFF8RWnzFXzboUhwOYNSv6tb/5UUlERERxJTjzGs0Fb6Iw\ng1h5YchMbNMTPBcz2TOxdSknBuxzKOunnDj5uxMDZnMnwAxirfOJrUFsbi5w+eXhA0n1vB07VFOn\n2l+7UyeBlBRhNJayqq8u6pwTS0RERHHFeoGbnS2Ssntofr68wDQzsdGvEUuJLfi8Tv5MrPnvaILY\n5s3Nf9dPObH9+2QuJ1ZUEOt0mjcTrEFsTdRNxZ07ZdgYydxtl8tcq3bw4IDt3LbelDgaDGKJiIgo\nruTmCjgc8kInGefDAiwnptAgNtkbOx1NObFSH0GsywWkpJjbSdZMbMeOAm3a6MjIELbPUZUJjTSI\nbdXKvm53pN2hVUnx6NF+HHusmRUOnhNbV/yoJCIiorjicMiL3KIirckEsSwnbnqcTsDlEkYWvrZl\nSxKdtVw6luXEgMzGeo+s5pKMlR6A7CD81lvlKCvTbNnn7Gw5xzjSY6CC0U2bIs/EAsB113nRrJnA\nzJle7N+v4dtvndA0YVvm52gwiCUiIqK4I4PY5GzqBJhBbFGRBiGYiW2qUlPNY5/smVj1/pxOgZyc\nyH+vvjOxgMwKl5RocLsFHElcl9q1qwBg32dq30eaie3VSwaxuq7mxEb2e/366XjooSoA5vzcrCzU\n2/5O4sNGREREiUplYFu0qJ/MS7xJS5MZEZ9Pw6FDgM/HObFNkXU+ZrJnYtX7k9MFIv89NZ8TAFq3\nrq8gVn5N1lLimqj5+G3bRrYvu3fX4XSaz61LA7J+/eT8XOuxPFq830dERERxxwxikzeoy88XKC3V\nsH+/wygndjpjOyZqXNZS1mTPxKq5mKoKIVIqE9uypV5vQadaKza4Q3RTcPvtVRg9OoCTTgpdEzac\n1FSgWzcdhYXywynSTKxVv346/vhHr63Z1NFiEEtERERxR13oRnvBm0jy83X8/LMD+/drRgDDObFN\nizWITfZMbJ8+Oq65pgpDh0YXyKjsXX1lYQGzyVSyzoetSbduAt26Rbcua69eRxfEOhzAPfdURf17\nNWEQS0RERHHnsst88PuBiRP9sR5Kg7E2d1LdUhnENi3WTGCyZ2I1Dbj1Vm/Uv3fssTrS0wV+97v6\ny+I15XLiuujVS8fbb8t/R9qduKExiCUiIqK406uX2RQkWVmD2Nat5ZxYlyu5Axmya0rlxHXVsaPA\npk0epKXV3zabcjlxXajmTkD8nKcMYomIiIhiwBrEcomdpskaRCV7OfHRsC4RUx/Uvm6K5cR10bu3\nmQWvSzlxQ2B3YiIiIqIYsAaxXGKnaWImNjbUnFiWE0emc2dh3HCJl3JiBrFEREREMWAGsQ4jiGUm\ntmmxlsgyE9t4zEwsbxxEwukE+veXJcVt2sTHsme830dEREQUA61ayYtBWU7MObFNUVNq7BRPmnJ3\n4rp64okKbN3qQNeu8XGeMoglIiIiioG8PHkxePCgxkxsE2VfYic+goOmQM2xZSY2cgUFAgUF9dch\n+mixnJiIiIgoBtSFdFUVjMZOnBPbtNgzsTEcSBPDObGJj0EsERERUQyoAKaqio2dmiqViXW5BAOq\nRsTuxImPQSwRERFRDKgLaJmJlXNi3W6WNzYl6hxgFrZxjR7tx+jRfkyd6ov1UKiOeL+PiIiIKAZU\nAFNZyXLipiotTd604HzYxtW2rcC//10R62HQUWAmloiIiCgGXC5ZRqrrGiqOXE+zsVPTYmZiGcQS\nRYNBLBEREVGMqCDG41FL7MRwMNTo1LxolhMTRYdBLBEREVGMqHLSsjLOiW2K1E0MlhMTRYdBLBER\nEVGMqCCmrEx+ZTlx08LGTkR1wyCWiIiIKEZYTty0qXJiZmKJosMgloiIiChGVDmxCmKZiW1ahg0L\nYODAACZO9Md6KEQJhff7iIiIiGLEzMTKr04nM3JNSYcOAh98UB7rYRAlHGZiiYiIiGJElZMyE0tE\nFDkGsUREREQxwjmxRETRYxBLREREFCNpafJraan8ykwsEVHtGMQSERERxYgqJ+Y6sUREkWMQS0RE\nRBQjqpy4ooLlxEREkWIQS0RERBQjaokdheXERES1YxBLREREFCMqE6swE0tEVDsGsUREREQxEhzE\nck4sEVHtGMQSERERxQjLiYmIohc3RSu6ruOOO+5AYWEh3G435s+fj06dOsV6WEREREQNJjgT63TG\nZhxERIkkbjKxn3zyCXw+HxYvXowbbrgB9913X6yHRERERNSg1BI7CjOxRES1i5sgdtWqVRgxYgQA\nYMCAAfjxxx9jPCIiIiKihhXa2IlzYomIahM3QazH40FWVpbxvdPphK7rMRwRERERUcNKS7N/z0ws\nEVHt4iaIzcrKQllZmfG9rutwOOJmeERERET1LricmEvsEBHVLm6ixIEDB2LZsmUAgNWrV6Nnz54x\nHhERERFRwwpdYic24yAiSiRxc7/v9NNPx/LlyzF16lQAwIIFC2I8IiIiIqKGFbrEDufEEhHVJm6C\nWE3TcOedd8Z6GERERESNJrSxU2zGQUSUSOKmnJiIiIioqWE5MRFR9BjEEhEREcVIcDkxM7FERLVj\nEEtEREQUI1wnlogoegxiiYiIiGIkeIkdlhMTEdWOQSwRERFRjKSl2b9nOTERUe0YxBIRERHFCDOx\nRETRYxBLREREFCPBc2KdztiMg4gokTCIJSIiIooRaxDrdgtoWuzGQkSUKBjEEhEREcWIy2V2JGYp\nMRFRZBjEEhEREcWQysayqRMRUWQYxBIRERHFUFqaysRyjVgiokgwiCUiIiKKIZWJZVMnIqLIMIgl\nIiIiiiEVxHJOLBFRZBjEEhEREcWQKifmnFgiosgwiCUiIiKKITMTyzmxRESRYBBLREREFEOpqVxi\nh4goGgxiiYiIiGKIS+wQEUWHQSwRERFRDKWlya/MxBIRRYZBLBEREVEMpaSoxk6cE0tEFAkGsURE\nREQxxCV2iIiiwyCWiIiIKIa4xA4RUXQYxBIRERHFEBs7ERFFh0EsERERUQxxnVgiougwiCUiIiKK\nIZYTExFFh0EsERERUQyxsRMRUXQYxBIRERHFUGoqM7FERNFgEEtEREQUQ2lp8ivnxBIRRYZBLBER\nEVEM9e2rw+0W6N9fj/VQiIgSgiaESLjbfvv3l8Z6CERERET1pqICSE+P9SiIiOJHfn52tT9jJpaI\niIgoxhjAEhFFjkEsERERERERJQwGsURERERERJQwGMQSERERERFRwmAQS0RERERERAmDQSwRERER\nERElDAaxRERERERElDAYxBIREREREVHCYBBLRERERERECYNBLBERERERESUMBrFERERERESUMBjE\nEhERERERUcJgEEtEREREREQJg0EsERERERERJQwGsURERERERJQwGMQSERERERFRwmAQS0RERERE\nRAmDQSwRERERERElDAaxRERERERElDBcjflipaWlmDNnDsrKyuDz+TBv3jwcd9xxWL16Ne699144\nnU4MGzYMs2bNasxhERERERERUYJo1Ezs888/j9/97nd48cUXsWDBAtx1110AgNtvvx0PPfQQ/v3v\nf2Pt2rXYuHFjYw6LiIiIiIiIEkSjZmIvvfRSpKSkAAD8fj9SU1Ph8Xjg8/nQsWNHAMDw4cOxYsUK\n9O7duzGHRkRERERERAmgwYLY1157Df/6179sjy1YsAB9+/bF/v37MXfuXNx8883weDzIysoynpOZ\nmYmdO3c21LCIiIiIiIgogTVYEDtlyhRMmTIl5PHNmzfjL3/5C/76179i8ODB8Hg8KCsrM37u8XiQ\nk5NT47bz87PrfbxEREREREQU/xp1TuyWLVtw3XXX4aGHHsKIESMAAFlZWXC73di5cyeEEFi+fDkG\nDx7cmMMiIiIiIiKiBKEJIURjvdjVV1+NzZs3o127dgCAnJwcLFq0CGvWrMG9996LQCCA4cOHY/bs\n2Y01JCIiIiIiIkogjRrEEhERERERER2NRi0nJiIiIiIiIjoaDGKJiIiIiIgoYTCIJSIiIiIiooTR\nYEvsNARd13HHHXegsLAQbrcb8+fPR6dOnWI9LCKbNWvWYOHChXjxxRexfft2zJs3Dw6HAz169MDt\nt98OTdPw6quv4pVXXoHL5cJVV12FU045JdbDpibK5/Phpptuwq+//gqv14urrroK3bp143lLcS0Q\nCOCWW27BL7/8Ak3TcOeddyIlJYXnLSWEAwcOYNKkSXj++efhcDh43lJCmDhxIrKysgAAHTt2xBVX\nXBHbc1ckkA8//FDMmzdPCCHE6tWrxVVXXRXjERHZPfXUU2LcuHHi/PPPF0IIccUVV4iVK1cKIYS4\n7bbbxMcffyz27dsnxo0bJ7xerygtLRXjxo0TVVVVsRw2NWGvv/66uPfee4UQQhw6dEiMHDlSXHnl\nlTxvKa59/PHH4qabbhJCCPHNN9+IK6+8kuctJQSv1yuuvvpqMWbMGLF161ZeJ1BCqKysFBMmTLA9\nFutzN6HKiVetWmWsLztgwAD8+OOPMR4RkV1BQQEef/xxiCNNvzds2IAhQ4YAAE4++WSsWLEC69at\nw8CBA+F2u5GVlYWCggJs3rw5lsOmJmzs2LG49tprAchqF5fLxfOW4t5pp52Gu+66CwCwe/duNGvW\nDOvXr+d5S3HvgQcewLRp05Cfnw+A1wmUGDZt2oSKigrMnDkTl1xyCVavXh3zczehgliPx2OksQHA\n6XRC1/UYjojI7owzzoDT6TS+F5YVrDIzM1FaWgqPx4Ps7Gzb4x6Pp1HHSaRkZGQY5+B1112H2bNn\n2z5Xed5SvHI6nfjrX/+K+fPn4+yzz+bnLcW9N954A3l5eRg+fDgAeY3A85YSQXp6OmbOnIlnn30W\nd955J2644Qbbz2Nx7ibUnNisrCyUlZUZ3+u6DocjoeJwamKs56fH40FOTk7IeVxWVoacnJxYDI8I\nALBnzx7MmjULF154IcaNG4cHH3zQ+BnPW4pn999/P4qKijBlyhR4vV7jcZ63FI/eeOMNaJqGFStW\nYNOmTZg3bx6Ki4uNn/O8pXjVuXNnFBQUGP9u3rw5Nm7caPw8FuduQkWAAwcOxLJlywAAq1evRs+e\nPWM8IqKa9e7dGytXrgQALFu2DIMHD0b//v3x3Xffwev1orS0FFu3bkWPHj1iPFJqqoqKijBjxgzM\nmTMHkyZNAsDzluLff//7Xzz11FMAgLS0NDgcDvTt25fnLcW1l156CS+++CJefPFF9OrVC/fffz+G\nDx/O85bi3uuvv4777rsPALB3716UlZVh2LBhMT13EyoTe/rpp2P58uWYOnUqAGDBggUxHhFReJqm\nAQDmzZuHW2+9FT6fD926dcPYsWOhaRouvvhiXHDBBdB1Hddffz1SUlJiPGJqqp588kmUlpZi0aJF\nWLRoEQDg5ptvxvz583neUtw644wzcOONN+Kiiy6C3+/HzTffjK5du/LzlhKKpmm8TqCEMHnyZMyb\nNw8XXHABNE3DggUL0Lx585ieu5qwFuMTERERERERxbGEKicmIiIiIiKipo1BLBERERERESUMBrFE\nRERERESUMBjEEhERERERUcJgEEtEREREREQJg0EsERERERERJQwGsURERBG48cYbMWbMGCxZsiTW\nQzlq06dPNxapt1q8eDEWL14cgxERERFFzhXrARARESWCt956C+vWrYPLlbz/dU6dOjXWQyAiIqoV\nM7FERES1uPLKKyGEwJQpU7B27VqMHTsWF1xwAWbMmAFd17FgwQJMmjQJ48ePx/PPPw8AEEJgwYIF\nGDNmDKZPn47Zs2fjzTffxK5duzBq1Chj23/729/w+OOPAwCWLVuGKVOmYOLEibjmmmtw6NAhAMCo\nUaPw6KOPYsqUKRg3bhzWr18PANi4cSOmTJmCs88+G9OnT8fevXsxZ84cvPrqq8b2p0+fjrVr14a8\np1deeQWTJk3CxIkTjaysdSzDhw/HPffcg4kTJ2Ly5MnYtWtX/e9YIiKiOmAQS0REVIsnn3wSAPDm\nm28iLy8Pv/zyCxYuXIjnnnsOr7zyCjRNwxtvvIHXXnsNS5cuxXfffYf3338fGzZswJIlS/DII4/g\nu+++g6ZpIdtWjx08eBAPP/wwnnvuObz55psYNmwYFi5caDwvNzcXr732GqZOnYp//OMfAIAbbrgB\ns2bNwjvvvIOzzjoLL7zwAiZPnoy3334bALB7924UFxejf//+Ia+bmZmJN954A/fddx/mzp0Lr9dr\nG19RURFOOukkvPnmmxgyZAhefvnl+tuhRERERyF5a6KIiIgaSIsWLdCuXTsAwFdffYVNmzbh66+/\nBgBUVFSgsLAQW7ZswZgxY+B0OtGiRQtb9jWctWvXYs+ePZg+fToAIBAIoHnz5sbPR4wYAQDo3r07\nPvroIxQXF6OoqAgjR44EAEybNg2AzADv27cPu3fvxltvvYUJEyaEfb3JkycDAHr27Im8vDz8/PPP\nIc9Rr9mjRw98++23ke0cIiKiBsYgloiIKEqpqanGv3Vdx9y5c3HaaacBAIqLi5GRkYFHHnkEuq4b\nz3M6nQAAh8NeBOXz+eB2uxEIBDBw4ED8/e9/BwB4vV54PJ6Q19Q0DUIIuN1u23a8Xi/27t2Ljh07\nYsKECXj33XfxwQcf4Lnnngv7HtR4AITdHgCkpKTUvjOIiIgaGcuJiYiIjsKJJ56IV155BX6/Hx6P\nB9OmTcPatWsxfPhwLFmyBF6vF6WlpVi2bBkAIDs7GyUlJTh48CC8Xi+++OILAMCAAQOwevVq/PLL\nLwCARYsW4cEHH6z2dbOystCmTRusWLECgGw89dhjjwEAJk2ahMWLF6Ndu3bIz88P+/vvvPMOAGDd\nunUoKytDQUEBhBD1sk+IiIgaEjOxREREEbDOF7X+e+rUqfjll18wceJE+P1+TJ48GUOGDAEArF+/\nHpMmTUJOTo4RTGZnZ2PmzJmYPHky2rZtiwEDBgAAWrZsiXvvvRezZ89GIBBA27ZtwwaxmqYZr//g\ngw/ijjvuwAMPPIC8vDw88MADAIA2bdqgbdu2mDhxYrXvp7y8HBMnToTT6cTChQvhcrmqfY/h5vIS\nERHFiiZ425WIiKjB3XjjjTjhhBNqDCzry969e3HxxRfj3XffDVsmTERElMhYTkxERNRIGiOj+cEH\nH2DChAn4y1/+wgCWiIiSEjOxRERERERElDCYiSUiIiIiIqKEwSCWiIiIiIiIEgaDWCIiIiIiIkoY\nDGKJiIiIiIgoYTCIJSIiIiIiooTBIJaIiIiIiIgSxv8HCVmhp4hKkBQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109f09590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mgc = pysptk.gcep(xw, 20, -0.35)\n",
    "pplot(sp, pysptk.mgc2sp(mgc, 0.0, -0.35, frame_length).real, title=\"Generalized cepstrum based envelope\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AwB06dOiMi8s21fQuIGVuV6/eQPfuvXj06CH79+8lMTGB335bQ4kSJXMM8pRm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\nvVjyD6AfCeXX6truHatXVKBXVPBjvjuyI999ZlgYn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7dzm6+7LoDrrpPHT5cuAhs3yv03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\nwSCWiIiIiIiIUsb/B1Cae7SBwzFAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10befe710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mgc = pysptk.mgcep(xw, 20, 0.41, -0.35)\n",
    "pplot(sp, pysptk.mgc2sp(mgc, 0.41, -0.35, frame_length).real, title=\"Mel-generalized cepstrum based envelope\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## F0 estimation\n",
    "\n",
    "pysptk supports two f0 estimation algorithms; SWIPE' and RAPT'. For more detailed information, pleases see the reference manual of the SPTK."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x10c66df90>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QoQKLFy9GqVRia5v75N3a2prk5OTn12IhhBDPxe2koi+ULoQQQgjxvDzWxEn2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\nVoCmhzC/nDJra/1e1Eexsyu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byP/QRdmx5tJGTsSGY21ixbTWn2BlKmsCl6QJEz7RmTDo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TAAAg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\n7HWcxce2+NMYUu2FNQyYq/j8GqXgXwEnsRNn5YsWw6a4ZPe1Y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nVRPQHh8OHDcN1118FV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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10befee10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f0_swipe = pysptk.swipe(x.astype(np.float64), fs=fs, hopsize=80, min=60, max=200, otype=\"f0\")\n",
    "plot(f0_swipe, linewidth=3, label=\"F0 trajectory estimated by SWIPE'\")\n",
    "\n",
    "f0 = pysptk.rapt(x.astype(np.float32), fs=fs, hopsize=80, min=60, max=200, otype=\"f0\")\n",
    "plot(f0, linewidth=3, label=\"F0 trajectory estimated by RAPT\")\n",
    "\n",
    "xlim(0, len(f0_swipe))\n",
    "legend(prop={'size': 18})"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
